{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "134e7f9d",
   "metadata": {},
   "source": [
    "# Physics 4B: Constitutive Law P12 with prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e8b617d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from constitutive_laws_generator import LinearElasticConstitutiveLaw, NeoHookeanConstitutiveLaw\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random\n",
    "from sympy import *\n",
    "from kan import *\n",
    "from kan.compiler import kanpiler\n",
    "\n",
    "random.seed(0)\n",
    "np.random.seed(0)\n",
    "torch.manual_seed(0)\n",
    "torch.use_deterministic_algorithms(True)\n",
    "torch.set_default_dtype(torch.float64)\n",
    "\n",
    "N = 1000\n",
    "sigma = 0.2 # previously sigma = 0.2\n",
    "\n",
    "F = torch.eye(3,3)[None,:,:].expand(N,3,3) + (torch.rand(N,3,3)*2-1)*sigma\n",
    "det = torch.det(F)\n",
    "F *= (det > 0)[:,None,None]\n",
    "\n",
    "linear = LinearElasticConstitutiveLaw(young_modulus=1.0, poisson_ratio=0.2)\n",
    "P_l = linear(F)\n",
    "P11_l = P_l[:,[0],[0]]\n",
    "P12_l = P_l[:,[0],[1]]\n",
    "\n",
    "neo = NeoHookeanConstitutiveLaw(young_modulus=1.0, poisson_ratio=0.2)\n",
    "P_n = neo(F)\n",
    "P11_n = P_n[:,[0],[0]]\n",
    "P12_n = P_n[:,[0],[1]]\n",
    "\n",
    "# P11\n",
    "# linear: P11 = 2 * mu * (F11 - 1) + lambda * (F11 + F22 + F33 - 3)\n",
    "# neohookean: P11 = mu * (F11^2 + F21^2 + F31^2 - 1) + lambda * log(|F|)\n",
    "\n",
    "# P12\n",
    "# linear: P12 = mu * (F12 + F21)\n",
    "# neohookean: P12 = mu * (F12 * F11 + F22 * F21 + F32 * F31)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b31f5377",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu, lambda_ = linear.get_lame_parameters()\n",
    "input_vars = F11, F12, F13, F21, F22, F23, F31, F32, F33 = symbols('F11 F12 F13 F21 F22 F23 F31 F32 F33')\n",
    "\n",
    "# compile more terms in ground truth\n",
    "# or make the network bigger\n",
    "P12_l_expr = mu * (F12 + F21)\n",
    "model = kanpiler(input_vars, P12_l_expr, base_fun='identity')\n",
    "\n",
    "F_flatten = F.reshape(N, -1)\n",
    "\n",
    "model.get_act(F_flatten)\n",
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b78f15e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.expand_depth()\n",
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "80fbd3da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.3\n",
      "saving model version 0.4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 167 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.expand_width(1,5,sum_bool=False,mult_arity=2)\n",
    "model.expand_width(1,4)\n",
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e5d65b60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.5\n"
     ]
    }
   ],
   "source": [
    "model.perturb(mode='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ecb085ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 167 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d0f445ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.2937, grad_fn=<SqrtBackward0>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = create_dataset_from_data(F_flatten, P12_n)\n",
    "torch.sqrt(torch.mean((model(dataset['train_input']) - dataset['train_label'])**2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b845ef4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 2.00e-03 | test_loss: 1.51e-03 | reg: 4.69e+00 | : 100%|█| 100/100 [02:47<00:00,  1.67"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.6\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from kan.utils import create_dataset_from_data\n",
    "\n",
    "#dataset = create_dataset_from_data(F_flatten, P12_n)\n",
    "model.fit(dataset, steps=100, lamb=1e-5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e096efa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0fNmDRDBh7E4REZFhGGgQEY1zUkpC/6p+dH7UicjGiPq6w+3AFVdcgXdfeRcX//JidHV1oaGhATvuuCO23HJLSJKEhQsX4sen/hhHf+tozJ45G4lAAn3L+hBcG0RwbRCdn3Ri3f/WIdARQDqRNnAviYhorHEdDSKicUqWZITWhRBeH4YsyerrZqsZvnYfvJO8MJlNuHq7q/H3RX9HcmYS+3x3H8yaNQuxWAyffPIJurq6cP5552P+LvMR6YwgHogj1hNDvD8OAHA1u+Ce4IbJoozdcDW5lNSqCW6YzBzPQURUzxhoEBGNM0IWCG8II7gmCDk9GGCYzCY0TG5Aw5QGmK1Kh3fXZ124ZdtbIAkJ2BJo/3k71qxZA4/Hg3nz5mHXXXdFY2MjgKzApTMMOS0j3h9HrDeGVCwFT4sHzianGlyYrWZ4JnrgbfPC7rWP+TEgIqLRx8HgRETjhBAC0Y1RBDoCkJKS+rrJZIKnzQNfuw8Wu0XzmY/v+xgAYDFZsP/P9sfOP9m56PbNFjP80/zwTvIitDYEs8UMV7ML6UQa8b44Ah0BOP1OOPwOyGklKAmtC8HuscPT5oFnogcWm6Xo9omIqLawR4OIaByI9cYQWB1AKpbSvO5uccM/zQ+rM/+5k5SScP306xHeEIbFbsF5a8+De4K77O9Mx9MIrgki2hNVX0uEEkhH0zDbzHk9GSaTCa5mF7yTvErvB6fKJSKqaezRICKqY/FAHIHVASTDSc3rriYXfNN8sHuKpy0tf3k5whvCAIA5B8+pKMgAAKvTiubZzWiY0oBARwDx/jgcDQ44GpQeDTktw2w1Q8jK8y4hBKI9UUR7orDYLWpqlc1tq3CviYioGjDQICKqQ8lIEoHVAXVQdoajwQH/dD8cPseQ2/j43o/V/9/upO2GXRab24aWOS1IhBIIdgSRCCVgtprVcSAWuwUWuwXJcFJN6ZKSEoJrggiuCcLR4FBSq1o96meIiKj6MXWKiKiOpONpBFYHNOlKgNLY90/3w9XkKms70e4orm2/FlJKgneSF+euPle3Rn6sL4ZgRzAvjcvV7ILdY1dnrsq9PZnMJrhb3PC2eeFsdOpSFiIiGj3s0SAiqgOZHoBIV0TTQLc6rPBN88Hd4q5ozMOihxZBSim9C9v+YFtdexJcTS44G52I9cQQXBNU19eI9cYQ74vD3erGpO0nIRFIINwZRjKipH0JWSDSFUGkKwKrwwpPm5JaVWh8CRERGY89GkRENUxOywiuDSLcGVbHOgCAxWaBb6oPnomeYa1XcfuOt2P9R+sBAKcvOh0Tt5qoW5mzZYKH0LqQGtgASu+Fd5IXDZMbkI6nEd4QRqQropmON8Ppd8I7yQvXBBfMFqZWERFVCwYaREQ1SMgCofUhhNaGtIvtWcxomNIA72TvsBvdnZ904rbtbwMAtH+jHae+d6ouZS5FlmSEO8P5iwdm9meSF4DS6xHeEEasN5a3DbPFDHerklpVzhgUIiIaXexvJiKqIUIoPQDBjmB+D0CbF76pvhGnOX1y3yfq/2938vAHgVfCbBlYjbzNqy76J4SALMkIdAQQ7gzDN9UHd6sb7hY3pKSESFcE4c6wOtZDDVY6w7C5bGpqVe7aIERENDbYo0FEVCOi3cpie+l4WvO6Z6IHvqk+WB0jf3YkJSVcO/VaRLujsDqsOG/deWUPINeTOuZkY0TzutVpVQKOrKl2E8EEwhvCiG6ManpDMlxNytocrmbXsNLIiIhoeNijQURU5eL9A2thRHLWwmh2wT/dD5tLv3UmvnrxK0S7lRmrtjhkC0OCDECZ8rZpkyZ4J3sRXBNUU6XS8TR6l/UitC4E/zQ/nI1OOHwOOHwONG3ShFiPklqVPa1vrC+GWF8MZqtZXZsjd7FAIiLSHwMNIqIqlQglEFgdQCKY0Lzu9Dvhn+4flcbyJ/dmpU2NYO0MvdhcNkzYbAKS4SQCHYPHIhVNoXtpNxw+B/zTlGNhtiiBhGeiZ3AA+YaIOquVnJYRWhdCaF0Ido9dWZtjogcWG1OriIhGA1OniIiqTCqaQmB1ALE+7YBnu8cO/ww/nP7RWUMi0hXBtVOvhZyW0TClAed8fU7VzeIUD8QR7Ajm9+4MrHReqHcn3h9XUqu6o5qZuQDAZDLBNcGlrM3R5KxoCmAiIiqNPRpERFUinUgj2FF4XIJ/ul8zLmE0fPrgp+r0sduduF3VBRmA0pvj9DsR641pxqtk0qPcLe688SrORiecjU7Im8qIdkcR7gwjEVJ6RoQQiHZHEe2OwmK3qKlVNrd+6WhEROMVezSIiAwmpSSE1g7OtJRhsWethTHKT9qFELht3m3YsGgDAOCMJWegZU7LqH7nSAkhEN0YRXBtEFIyawYukwmeNg8apjQUTYtKRVPq2hzZn81wNDiU1KpWj66LFRIRjScMNIiIDCJLg2MGslN6zNaBqV4necdslqT1H63H7TveDgCYtts0/OjfPxqT79WDkAXCG8IIrQtpFvQzW8zwTvKWXFNECIF4n5JaFeuJIfeWaDKb4G5R1uZwNo5OyhoRUb1i6hQR0RjLNIyDa4KahrHJbELD5AY0TGkY86foH9/7sfr/1TAIvBKZ4+aZ6Blcg0NW1uAIrg0ivCEMX3vhVdJNJhNczS64ml2QUsraHJENEXUMSGbl8khXBFaHVV2bw+rk7ZOIaCjs0SAiGiOZVJ9AR6Bgqo+v3WfI4nLpRBrXtl+LWG8MVqcV568/f9QGnI+FTCpapCtSMBXN3eIeMhUtGU6qqVXZwWCG0++Ed5JX2RbX5iAiKoiPZIiIxkCsN4bA6oC6inWGu8UN/zS/oU/Iv3r+K3Wdii0P27KmgwwAsNgsaJzZCO8kZQ2OaI+yLoiUlNC3og/h9WH4pvlKrhFi99rR7G1G06wmxHpjCHeGNbOAxQNxxANxmJeZ4W5VUqscPseo7xsRUS1hoEFENIrigYHF9sKFp2O1e4xfOK6W06ZKsTqtaJ7djIYpDQh0BNRF/FKxFHq+7IHda4d/mr9kgJAZo+FucUNKSuraHJmAUZZkhDvDCHeGYXPZ1NQqI3qmiIiqDVOniIhGQTKSRGB1QLNCNaDMZuSfXrpxO5bCnWFcN+06yJIM31Qffr7y51U5ra0eEqEEgh1BdWrbDKffWXHQlwgmlLU5NkYhS/mpVa5mZW0OV7OLqVVENG6xR4OISEfpeBqB1QE1XSfD5rbBP91fMl3HCJ8+8KnaUN7upOpcO0MvjgYHWue2ItYXQ7AjqPZKZNKg3BMG1uAoI43N4XPA4XOgaZMmxHqU1Kp4YDCojPXGEOuNwWw1q2tzjMZK7kRE1Yw9GkREOpCSEoJrgnkDkK0OK3zTyhuAPNaEELh121vRtbgLAHDm0jMxYbMJBpdqbAghEOuJIbgmiHQirb5uMpngbnUPa2B+Op5WU6uyt5lh99iVtTkmeoqu70FEVE8YaBARjYCcHphCdWBK1QyLLWuxvSpNnVn3v3W4Y+c7AADT95yOH771Q4NLNPYy09eG1oUgpbJmAjOb4J3kRcPk4U01HO9X1uaIdkc19QIYmFJ3gpJa5WxyVl0ASkSkF6ZOERENg5AFQutDCK0NaXL0zRYzGqY0lFwkrlrU6yDwSmQCCnerWxnUvT4MWZKV87suhMiGiHI+K1w80dnohLPRCXlTGZGNytocmbEhQghEu6OIdkdhsVvU1Cqb2zZau0lEZAj2aBARVUAI5Ql4sCOY/wS8zQvfVN+YL7Y3HOn4wNoZfTHYXDacv/78qhmgbiQ5LQ8u+ifye6jcrcNPgUtFU+raHNnrqGQ4Ghxq0FPtQSoRUTnYo0FEVKZot7LYXjquzb/3TPQog4gdtXNJXfrMUnVdiLlHzGWQMcBsNcM/3a+uwRHZGAGgLALYt7IPofUhJeCY4K542za3DU2zmtA4sxHxvriyNkdvTA1oEqEEEqEEepf3wt2irM3hbKztNU2IaHyrnbsiEZFB4v0Da2FEctbCaHbBP90Pm6v2Ul4+ue8T9f/Ha9pUKRa7BU2bNME7WQk4MgsapuNp9C7rRWhdCP5p/mEFAiaTCa5mF1zNLkgpCZEuJbUqU78y40YiXRFYnVY1tcrIRR2JiIaDqVNEREUkQgkEVgeQCOavu+Cf7q/Z6UpD60K4bvp1ELJA44xGnL387KodsF4tkuEkAh35dcHhc8A/TZ+6kAwn1dQqOZ2/Noez0Qlvm1eZwYzni4hqAB+PEBHlSEVTCKwOqKlFGXaPHf4Zfjj9tZ3O8snfPlFnQtrupO3YaC2D3WtH65atiAfiCHYE1d6HRDCBrsVd6krvI+ndsnvtaPY2o2lWE6I9UUQ2RDR1MN4fR7w/DvMyM9ytSmoVU96IqJqxR4OIaEA6kUawYzAvP8PqtMI/3T+svPxqI4TAzVvdjO4vugEAZy87G02bNBlcqtoT640VHK/jbnHrOl5HSkrq2hyZBQaz2dw2eNu8ytocFa77QUQ02hhoENG4J6UkhNYWmGnIboF/mn9EMw1VmzXvrcFdu90FAJi5z0yc9PpJBpeodgkhEN0YRXBtUDOLlMlkgqfNg4YpDbouzJcIJhDuVNbmyJ5SOfOdziYltco1wVU39ZWIahtTp4ho3JIlZSrT0LqQZlE1s9UMX7uv4rUTagHXztCPyWSCZ6IH7hY3whvCCK0LQU7LEEIoAcHGKLyTvLqtqeLwOeDwOdC0aROi3UpqVTwQBzCw0nlvDLHeGCw2i5JaNckLu6c2xxERUX1gjwYRjTtCFghvCCO4JqgZdGsym9AwuQENU4a3GnS1S8VSuHbKtYgH4rB77Dh//fk1O6C9GmUC19xV4jOB62isEp+Op9XUqnQinffvdo9dXZtDz94VIqJyMNAgonEjk+oS6AgUTHXxtfvqOs990cOL8OTxTwIA5p08D9+/+/sGl6g+ZVLxIl2RvFQ831SfMmuUzqlNQgjE++OIbIgg2hPVBDrAwJS6E1zK2hxNTqZWEdGYYOoUEY0Lsd4YAqsDeQNq3S1u+Kf5x8UaBVw7Y2xYbBY0zmxUF/2L9kQBKAO7+1b0Ibw+DN80H1xNLt2+02QywdXkgqvJBTktI7JRWZsjEVKm4xVCINodRbQ7CovdoqzNMclbk2vAEFHtYI8GEdW1eGBgsb1wzmJ7A9ORjpcc9uCaIK6fcT2EEGjapAlnfXlW3Y0/qVapaAqBjgDi/XHN63avHf5p/lGdojYVTampVVJKyvt3h8+hrM3R6tZlHAkRUbb6f4RHRONSMpJEYHV+487R4IB/+ug27qrRJ/d/oqbxbHci184YSza3DS1zWpAIJRDsCKq9DMlwEhuXbITT7xy1oNfmtqFpVhMaZzYi1htT1ubojal1IRFMIBFMoHd5L9wtytocw1ntnIioEPZoEFFdScfTCKwOqOkqGTa3Df7pfl3TVWqFEAI3bXETer7qAQD8fMXP0Tiz0dhCjWOxvhiCHcH8NL4JA2twjHIan5SSEOlSUqsyCw9mszqt6toc4yGlkIhGDwMNIqoLUlJCcE0wbwCu1WGFb9roDMCtFav/vRr37HUPAGDW/Fk48V8nGlwiEkIg1hNDcE1QM1uUyWSCu9U9ZhMTJMNJhDvDiGyMaGZgy3A2KmtzuFvc7AUjoorxUQUR1TQ5LSO4Npg3pajFpszwMxpTitYaDgKvPiaTCe4WN1zNLkS6IgitC0FKSRBCINIVQbRbWYOjYfLoTrVs99rRPLsZTZs0IdqjrM0R64up/x7vjyPeH4d5mVldm8PRML7SDolo+NijQUQ1ScgCofUhhNaGNKskmy1mNExp0G2RtFqXiqawYPICJEIJOBocOG/deeNmAHwtkSUZ4c4wwuvDhevzGC4emU6k1dSq3PQuQElDzKRW1fN00EQ0cuzRIKKaknniG+wIambRMZlN8E7ywtfuq8vF9oZryZNL1MHHc4+ayyCjSpktA6vRt3mVRf82KD10siQj0BFAuDOMhvYGpYdulFMArQ4r/NP88E/zIx4YWJujO6oGQKloCn0r+9C/qh/OJiW1yjXBNW5TE4moOPZoEFHNiHYri+2l49oVkD0TPfBP8/PpagF/+/bfsOLVFQCAH771Q0zfc7rBJaJyqGOONkY0r1udVmXRvwnuMS2PLMmIdiupVfFAPO/fLTZlbQ5Pm4fBLBGpGGgQUdWL9w+shZEzQ46r2QX/dD8XHSui/+t+3LDJDRBCoHl2M85ceiafOteYVCyF4JogYr0xzes2tw3+aX5DpqJNxVKIbIgg0hXRDGTPsHvt6tocFhuDf6LxjKlTRFS1EqEEAqsDSAQTmtedfif80/2we/nktBTN2hknbccgowbZXDZM2GwCkuEkAh2Dv4VUNIXupd1w+BzwTxvb34LNZUPjzEb4Z/gR7x9IreqJqpMxJMNJ9IZ70beiD64JLngnKWtzsP4RjT/s0SCiqpOKphBYHdDMfgMAdo8d/hl+OP1cUGwoQgjcuNmN6FvRB5PJhJ+v+jn80/xGF4tGKB6II9gRzO/dG1jp3qjePTktI7JRGUCeGROUzWK3KAPI2zzsgSQaR9ijQURVI51II9hROC/dP90/5nnptWz126vRt6IPALDJtzZhkFEnnH4nnH4nYr0xzXilWF8Msb4Y3C0Di/45xvb2braa0TC5AQ2TG5CMJNXUqsyEDVJSQqAjgEBHAA6fQ02t4sxwRPWNgQYRGU5KSQitDSlrYWR1slrsFvin+eFuHb+L7Q3Xx/d9rP4/186oP65mF5xNTkQ3RhFcG4SUVBr00e4oYj0xeNo8aJjSYMgYCbvHDvsmdjTOakSsN6aszdEbU3/biWACiWACvct74W5R1uZgLyVRfWLqFBEZRpZkhNaFEFoX0iy2Z7YOTPU5hmsH1JNkOIkFkxcgGUnC4XPg/PXnM12ljglZILwhjNC6kGZ1b7PFDO8kb1WsKSMlJUQ2RhDuDCMVzV+bw+q0qqlVY90bQ0Sjh79mIhpzmYZRcE1Q0zAymU1K+sWU0V0Nud59/sTnag7/1sdszSCjzmV+N56JHmUNjs7BNTiCa4MIbwjD1+5T1uAwKHC32C3wtfvga/chEUooqVUbI+rvPx1Po//rfvR/3Q9no7I2h7vFzQcNRDWOPRpENGaEEIhuVNbCyKR6AIDJZIKnzQPfVB+nw9TBffPvw6o3VgEAfvTvH2HabtOMLRCNqUwqYqQrkpeK6JvqUxrwVZCKKGSBaI+yNkfuxA+A0rPpaVXW5nA0OAwoIRGNFAMNIhoTsd4YAqsDSMW0aRPuFjf80/ywOtnBqoe+lX24YdMbAAAtc1rws89/VhWNShp76XgawTVBRHuimtdtLht803xwNbkMKlm+dCKNyIYIwhvCeQtyAsq6Id42LzwTPVyYk6iG8M5ORKMqHhhYbC9ceDpOriKsr0/u/0T9f66dMb5ZnVY0z25Gw5QGBDoCiPcrK3qnYin0fNkDu9cO/zQ/HD7jewusDmVmOf90P+KBgbU5uqOQJSW1KhVNoW9lH/pX9cPZ5IR3kheuZhfrN1GVY48GEY2KZCSJwOrBxk2Go8EB//TqaNzUGyEL3DD7BvSv6ofJbMI5X58DX7vP6GJRlUiEEgh2BPPWuXD6nVUZ9MuSjGh3FOHOcN6inQBgsVngmaikVlVb2YlIwR4NItJVOp5GYHUgP13DbYN/ur+q0jXqzao3V6F/VT8AYNPvbMoggzQcDQ60zm1FrC+GYEdQTWOMB+KIB+JwTxhYg6NK0hjNFjO8bV5427xIxVJqalVmfJeUkhBcG0RwbRB2r11NreJEEkTVozquJkRU86SkhOCaYN4AVKvDCt+06hmAWs8+uU+bNkVUiKvJBWejE7GeGIJrgkgnlDER0Z4oYr0xuFvd8LX7qmoshM1lQ+PMRvhn+BHvH0it6omq02Inw0n0hnvRt6IP7hY3PG0eOBudvOYQGYypU0Q0InJ6YArNgSk1Myw2ZYYbI6fUHE8SoQQWTF6AVDQFZ6MT5687v2qeTFP1ErJApCuC0LqQuoo3oEyZ653kRcPk6p1qWk7LiHQpvRy5Y8AAZZatzNocnOKZyBi8CxHRsAhZILQ+hNDakDpgE1DSHRqmNFTFImHjyeePfa4uhLb1sVszyKCyZAIKd6sb4c4wwuvDkCVZ+X2vCyGyIaL8nqtw8UyzVbnWNExpQDKSVNbm6IqoAZOUlBDoCCDQEYDD51D2s8XN6xLRGGKPBhFVRAjlCWiwI1jwCaiv3Ve1T0Dr2b373Iuv3/4aAHDqe6ei/RvtBpeIapGclpVF/zbk91A2tCuLAlZzOpIQArHemLI2R28MuU0ck9mkrs3h9DsNKiXR+MFAg4jKFu1WFtvLnefeM9ED/zR/VeV0jye9y3px4+Y3AgBa57bi9EWnV3VjkKqfOuZqY0TzutVpVRb9m+A2qGTlk5KSmlqV6e3LZnVa1dQqq4M9gESjgb8sIhpSvH9gLYxIzloYzS74p/uZ/2wwrp1BerPYLWjapAneyV4E1wQR61VW7k7H0+hd1ovQuhD80/xwNlZvr0BmJXTfVB8SoYSSWrUxAjmtpHqm42n0f92P/q/74WpywdPmgXuCu+pSxIhqGXs0iKioRCiBwOpA3hz2Tr8T/ul+2L2cu95oQhb4y6y/INARgNlixjmrz0HD5Aaji0V1JhlOItCRfy1wNDjgm+aDo6E21sURskC0R1mbI3eNH0AZ95FJraqVfSKqZgw0iChPKppCYHUAsb6Y5nW7xw7/DD9zm6vIin+twN++8zcAwOYHbo5jnz3W4BJRPYsH4gh2BPN7N5tc8E3z1VTvZjqRVtfmyE0HBZS1fzJrczAtlGh4mDpFRKp0Io1gR+G8bP90f03kZY83XDuDxpLT74TT70SsN6YZrxXriyHWF4O7ZWDRvxoY82B1KNc1/3Q/4oG4mlqVGQSfiqbQt7IP/av64WpWUqtczS6mJhJVgD0aRAQpJSG0NqSshZF1SbDYLfBP88PdysX2qlE8EMe1U65FKpaCq9mF89aeVxMNPKoPQghEN0YRXBtUV+sGAJPJBE+bBw1TGmCx1VZPgCzJiG6MIrwhnJcmBiizb3kmKqlVdg9TR4mGwjsS0TgmS8pUlqF1Ic1UlmarGb52X1XOnU+DFj+6GKmYMpvONsdtwyCDxpTJZIJnogfuFjfCG8IIrQtBTssQQiDcGUZ0YxTeSd6aWlPHbDErZZ7kRSqWUlOrMoGUlJIQXBtEcG0Qdq8d3kleeFo9nNKbqAj2aBCNQ0IWCG8II7gmqM7AAihzzDdMVhbA4o2z+t29593oeLcDAPDj//0Yk3eYbHCJaDzLPLgId4YLPrjwTPTU5IMLIQTi/UpqVbQ7WnBtDvcEt7I2R6OTvb9EWRhoEI0jmVSHQEegYKqDb6qv5lIdxqvupd24acubAABt27ThJx//hA0cqgqZVMxIVyQvFdM31Qd3S+2mYsppWV2bIxlO5v271WFVU6tqaWA80WhhPzvROBHrjSGwOqCm2mS4W9zwT/PD6uTloJZw7QyqVhabBY0zG+GdpKzBEe2JAlAW0Otb0Yfw+jB803xwNbkMLmnlzFYzGqYovb7JSFIZQN4VgZRSHtykE2kEOgIIdATg8DngneSFu8VdM6ljRHpjjwZRnYsHBhbbCxeejpIDGmuPLMn4y8y/ILg2CLPVjPPWnAfPRI/RxSIqKBVNIdARyFu3wu61wz/ND4evtterEEIg1htT1uboi+elVpktZrhbBlKrODU4jTN8hElUp5KRJAKr82/ujgYH/NNr/+Y+nq341woE1wYBAJsdsBmDDKpqNrcNLXNakAglEOwIIhFSZnNKhpPYuGQjnH5nTT/0MJmUMRruCW5ISUlNrUpFld5jWZIR3hBGeEMYVqdVWZujzcPJG2hcYC0nqjPpeBqB1QE1XSHD5rbBP91fk+kKpJW9dsa8k+cZVxCiCjgaHGid24pYXwzBjqCaxhkPxBEPxOGeMLAGRw2ncWbGofim+pAIJdTUKllSJt1Ix9Po/7of/V/3w9WkrM3hnuCuyUHyROVg6hRRnZCSEoJrgnkDMK0OK3zTansAJg2K9cVw7ZRrkU6k4W5x47w153HVYqo5QgjEemIIrgkinRhcldtkMsHd6oav3Vc39VrIAtFuZW2O3B5mQBn34WlVBpA7GtjTTPWldh8bEBEAZRaU4Npg3pSSFpvyZK1Wp5SkwhY/slhtmG1z/DZ10xij8cVkMsHd4oar2YVIVwShdSFIKQlCCES6lGlkvZO8aJhc+1Ntm8zKeiOeiR6kE2l1bY7MqupyWkZofQih9SHY3DYltWqih79tqgvs0SCqUUIWys1pbUjtlgeUgYcNUxpqapEsKt9du92FNe+tAQD85KOfYNJ2kwwuEdHIyZKMcGcY4fXhwtezOlw8NB6IKwsbdkc1D4kAJRBzNSupVa5mF3ujqWYx0CCqMZknfsGOoDqlIqA8NfNO8sLX7qv5J4BU2MYlG3HzVjcDACbNm4SffPgTg0tEpC85PbDo34b8HtqG9galh7bOGt2yJCO6UUmtSgQTef9usVnUtTlqdcA8jV9MnSKqIdFuZbG9TJd7hmeiB/5pfna117nsQeDbnbSdgSUhGh1mqxn+6X51DY7IxggAZRHA/lX9CHeGlUX/JrgNLql+zBYzvJO88E7yIhVLqalVmUVVpZSE4NoggmuDsHvt8E7ywtPq4QMlqgns0SCqAfH+gbUwItq1MNwT3PBN83EF2nFATsu4fsb1CK0PwWKz4Ly158HdUj+NLaJCUrEUgmuCiPXGNK/b3Db4p/nhbKzPdSmEEIj3K6lVsZ5Y3tocJrMypa6nzQNno7PuenmofrBHg6iKJUIJBFYH8rrTnX4n/NP9sHvZjT5eLP/ncoTWhwAAm//f5gwyaFywuWyYsNkEJMNJBDoGr4WpaArdS7vhaHDAN81Xd7M1mUwmuJpccDW5IKUkNbUqs/CqkAUiGyOIbIzA6rCqqVV86ETVhj0aRFUoFU0hsDqAWJ/2KZ7dY4d/hp+ry45Djx/9OBY/thgAcMzTx2DOQXMMLhHR2IsH4gh2BPN6d11NrnHRu5uMJNW1ObLH6GU4/U5lbY4WNycDoarAQIOoiqQTaQQ7BvOSM6xOK/zT/XWVl0zli/XGsGDKAkhJCZ6JHpzbcS4sNo7HofEr1hsrOF7N3TKw6F+dr7qdWYckvCGcl1YGKOM+3C0DqVV8MEUGqu9fIlGNkFISQmtDyloYWbG/xW6Bf5of7lYutjeeLXp4kTowdNsTtmWQQeOeq9kFZ5MT0Y1RBNcG1d9HtDuKWE8MnjYPGqY01O1vJbMOibvFDSkpIdKlDCBPRZXV1mVJRnhDGOENYdhcNnjalHU86j0Ao+rDHg0iA8mSMpVjaF1IM5Wj2WqGr91Xl3PHU+Xu2PkOrPvfOgDATz/5Kdq2aTO4RETVQ8gC4Q1hhNaFIKe1a3B4J3nH1ZpCiVBCWZtjY1SzHkmGq0lZm8M9wc17C40JBhpEBsjcGINrgpobo8lsQsPkBjRMqf3VcEkfXZ914ZZtbwEATNlxCk57/zSDS0RUnTIPbsKd4YIPbjwTPeOmcS1kgWi3MoA83h/P+3ez1QxPqwfeSV5OKkKjin1oRGNICIHoRmUtjExXP6B0g3vaPPBN9dVtVz8Nz8f3faz+/3Ync+0MomLMFjP805Q1OEJrQ4h0RSCEgJyW0f91P0LrQ8oaHC31n4pqMpuUmagmepCOp9XUqsyYFjktI7Q+hND6EOweu5paxfsP6Y09GkRjJNYbQ2B1AKlYSvO6u8UN/zQ/rE7G/aQlpSRcN+06RLoisNgH1s7ghABEZUnH0wiuCSLaE9W8bnPZ4Jvmg6vJZVDJjBPvjyO8IYxod1TT6wMMTKnbrKRWuZpddR+M0dhgy4ZolMUDA4vthQtPx2j3sNuaClv20jJEupQZyOYcPIdBBlEFrE4rmmc3o2FKAwIdATWFKBVLoefLHti9dvin+eHw1dcaHKU4G51wNjohbyqrqVWZtUmEEIj2RBHticJis8DT5oG3zQubu76nDKbRxUCDaJQkI0kEVgfy8mMdDQ74p4+vmxsNzyf3faL+/7yT5xlXEKIaZnPb0DKnBYlQAsGOIBIhpWGdDCexcclGOP3OcffQx2wdGCg/yYtUNIXwhrCyNsdASq+UkhBcE0RwTRCOBoeSWtXq4dhBqhhTp4h0lo6nEVgdyO+ud9vgn+4fl931VLlodxTXtl8LKSWhYXIDzvn6HN7kiXQQ64sh2BHMT2OdMLAGxzhNYxVCIN6npFbFemLIbR6azCa4JwyszdHoZGoVlWV8/pqIRoGUVJ4AZQYgZlgdVvimjY8BiKSfRQ8tUlf+3fYH2zLIINKJq8kFZ6MTsZ4YgmuCSCeUAdLRnihivTG4W93wtftgsY+vgdGZMRquZheklIToxijCnWF1FXYhC0Q2RhDZGIHVYVVTq8ZrYEblYY8G0QjJaRnBtcG8KRUtNgt8U8fXlIqkn9t3vB3rP1oPAPjZZz9D69xWg0tEVH+ELBDpiiC0LqQG9oDy9N7b5uVU41DSgDNrc2Qfowyn36mszdHiHjfrlVD5GGgQDZOQhTI94NqQZmEks8WMhikN42qRKNJX5yeduG372wAA7Tu349T/nGpwiYjqmyzJCHeGEV4fLnw95+KpELJArDempFb1xvL+3Wwxw93ihneSl2MQScX+LqIKCaE8AQt2BPOfgE3ywtfuG/dPwGhkOAicaGyZLcqift42r7Lo3walh1qWZAQ6Agh3htHQ3qD0UI/TFFiT2QR3ixvuFjekpKSszdEZVse6yJKM8IYwwhvCsLls6tocVgebmuMZezSIKhDtVhbbyyx6lOGZ6IF/mn/c5fSS/qSkhGunXotodxRWhxXnrTuPEwgQjTF1zN3GiOZ1q9OqLPrHqaZViWBCWZtjY1TTG5ThalLW5nBPcI/7XqHxiGEmURni/QNrYUS0a2G4J7jhm+aDzcV5xkkfX73wFaLdyoxlWxyyBYMMIgNY7BY0bdIE72QvgmuCaqpQOp5G77JehNaF4J/mh7PRaXBJjefwOeDwOdC8abO6Nkf2tO6xvhhifTGYrWZ4JnrQMKWB98xxhIEG0RCEEOhb0afOTAIog9/80/2we8fPvOs0NrLTprY7eTsDS0JENpcNEzabgGQ4iUBHQF3cLhVNoX9VP9q2axu3qVS5TGYTPBOVdKl0PK2szbEhot475bSM0LoQXM0uBhrjCFOniMoQ61OmQbS5bPBM8iAdS8PT6jG6WFRnhBCAgDo98vKXlmP2AbPZkCGqEolwApENEaRiKTi8Dvhn+Pn7HEK8P454MI7uL7rha/fB7rWjcUaj0cWiMcJAg6gMQggE1wbhn+o3uig0DgghsOyFZQwyiKpUaH0IDZMbjC5GTUnH05BlGTaXjde1cYRT4xCVwWQywel3KjNO5QwOJNLbVy98xSCDqEqlYikOBq+QEAJWpxV2tx0mk6ngoHGqT+zRICqDlJbQu6wXsb4YnH4nJmw+ARYrZ5gi/fV83QObd/CJn9lihsfPND2iapBKpNC3rA/CJGCxKgPGeS8YWiqRQt+KPsgpGWabGRa7BRM2nWB0sWgMcDA4URksVgtSkRRMMCEdS/PGQqNmwowJuG7adQiuDcLX7sO5HecaXSQiGmBz2CAlJUhJCbJd5r2gTDaHDclgElJSgsVuwdRdphpdJBojTJ0iIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdMdAgIiIiIiLdWY0uABER0XB1dHTg8ccfx3/+8x9Eo1HMnj0bhxxyCHbffXfYbDaji1e1eNwqlzlmr7/4OmKxGGZNn4Xjf3w8j9kQQqEQXnnlFTz5tyexvms93C439v7u3jj00EOx6aabwmQyGV3EqlNPv0/2aBARUc0RQuC5557DgQceiPfffx8HHnggTjvtNEyaNAm//OUvcd555yEUChldzKrD41a53GN2xAlH4KxfnIVNt92Ux2wIn332GQ499FAsWLAA2+2+Hc6+8Gwcd8px+Prrr3HEEUfg1ltvRSqVMrqYVaMef58mIYQwuhDDEYvF8Mgjj+D+++/Hhg0b0NbWhhNPPBFHH300XC6X0cWrSjxmw5M5bk/e9CT6u/vR2NKIw844jMetBNa14ckct6U/XQpHwoGEI4E5t87hcSvgnXfewWmnnYbLL78c++yzDyZNmgSTyYREIoHPPvsMt9xyCzweDxYsWACrlZ33GTxuleMxG57ly5fjiCOOwIEHHojjjz8em2++OSwWC4QQWL9+Pb788ktcfvnlOOqoo/Czn/2MPRuo07omatDy5cvFzJkzBQBhNps1/505c6ZYvny50UWsOjxmw5N93NpN7WIqpop2UzuPWwmsa8OTfdzOxbniclwuzsW5PG4FRKNRMX/+fHHDDTeIyy+/XOy2225ixYoVIplMit/85jdizpw54vXXXxf77ruveOONN4wubtXgcascj9nwpNNpcdJJJ4lTTz1VPP3002LzzTcX99xzj0in02LFihVijz32EIcccoh4++23xQ477CCWLFlidJENV691reYCjWg0KmbOnCmsVqsAkPfHarWKmTNnimg0anRRqwaP2fDkHrfJmCymYqqYjMk8bkWwrg1P7nHLDTR43LTee+89MW/ePNHR0SG+9a1vCQBi7733FpdddplwOBzC7/eL559/XjzwwAPilFNOMbq4VYPHrXI8ZsOzbNkysckmm4hFixaJyy+/XFitVuHz+cSf/vQnsdtuuwkAYpttthErVqwQl156qfjd735ndJENV691reYCjXvuuadgAyb3z7333mt0UasGj9nw5B633ECDxy0f69rw5B633ECDx03rjjvuEMcff7yQZVmsWLFC7LjjjgKAMJlMwuPxiDvvvFOk02nx1VdfiW222UYkEgmji1wVeNwqx2M2PM8884zYZZddRCwWE5FIRJx77rnCarWqvdtbbbWV+PTTT4Usy+LVV18V3//+94UkSUYX21D1WtdqbjD4/fffD7O5dLHNZjPuv//+MSpR9eMxGx4et8rxmA3P/fffP2R+Mo/boFAoBJ/PBwCYMWMGjj32WJhMJgghMGfOHBxyyCEwm81wu93o6+uDJEkGl7g68LhVjsdseEKhEDweD6xWK1wuF0499VS0trZClmWYTCYcc8wxmDt3LkwmE3w+HyKRCGRZNrrYhqrXulZzgcaGDRuGrIyyLKOzs3OMSlT9eMyGh8etcjxmlRNCYOnSpRBDzMvB4zbI6/Wio6MDkiTh+eefx1VXXQWr1YrGxkZ8/PHHuPDCCxGJRNDd3Y1oNFpz00GOlkmTJvG4VWjy5Mk8ZsMwadIkdHZ2IhqNYtWqVTj11FOxfv16TJgwARaLBddccw0eeOABSJKEr7/+GhMnToTFYjG62Iaq17pWc4FGW1tbWU9MJ02aNEYlqn48ZsPT0tKi+bsMGRIkyBhsSPO4aZXzhIXHbNCnn36KvffeG+vWrdO8HkYYQQQRRlh9jccN2LhxIy6++GKcc845+O9//4sPP/wQv/jFLxAIBHDuuefiiSeewOTJk3HffffhnnvuwXPPPQe/3187s7OMok8//RQLFizgcavQTjvthA8++IDHrEJbb7011q5di3//+9+47LLLsHDhQmy99dZ48cUXcdZZZyEajeK8887De++9hyeffBLf/OY3x/2sUzvttBM++uij+qtrRuZtDQdzwCvHY1a5ZDIptt12Wx63MkWjUfGjH/2orOPFYyZEf3+/OOecc4TFYin7mI3n49bZ2Sl+8YtfCI/Hozkep5xyirjtttvEueeeKyKRiJBlWbz88sviwAMPFM8++6yYNGmS+NOf/mR08Q1VqK7xuJUnGo2Kk08+mcdsGJLJpJg0aZLYZZddxEsvvSQOPfRQdUxGJBIRF1xwgTjnnHPE3XffLbbYYgvR3d1tdJENl06nxT777FN3da3mAo3M7CyZAUW5fzg7S75oNCqampqKNl54zLQkSRLHHXfckI0+HjfF8uXLxfbbb685NiaTicesAFmWxQMPPCAmTZqkOS6zZ88WbW1tnK0rx7p168S5554rXC5XweNisVjE6aefLlasWCHS6bSQZVnEYjHx9NNPiy233FK0tLSMu2OWUayu8biVJ/e6xmNWvtx76N577y3eeOMNEY/HhSzLQpIksX79enHNNdeIlpYW8dprrxld5Krx1VdfCYfDUVd1reYCDSGUC4DP59NcODlPf3E9PT3C7/fnNQJ5zPLJsizOPPNM9Vg5HA71Rs01IfI9++yzorGxUT1eLpdL/PnPf+Y6GgUsWrRI7L333prrlsvlEldeeaWIx+NcfyRLR0eHOOuss4TD4Sga6LtcLnHppZcKr9cr2tvbxaGHHipOPvlkscceewin0ylaW1vFV199ZfSuGKJQXcvu0bDb7cLlcvG4FZF7XXM6nWpd5DErLfcearfbhc1mEx6PR+y5557i5JNPFkcddZSYPXu28Hg84rnnnjO6yFWlp6dHNDQ01FVdq8lAQwgh9ttvP7Uib7755mL+/Pni3nvvrakob6ycd9556rHaY489xPz588XcuXN5zAr47W9/q7kxP/300yIajYp7772Xxy1LOp0Wl156ad5T+U8//VQIIXjMsgQCAXHeeeflpUkdcsghYuXKlZr3jvfj9vXXX4vTTz9d2O32vB6dYnUtGAyKK6+8UsydO1dMnjxZzJs3T9x0003j5phlK1bXtthii7zrGo9bvmLXtRNPPFH9+/bbb89jVkKhe+i+++6rvjZx4kQxd+5c8bvf/U709/cbXdyqk91e23777cXmm2+u+R3XYl2ryUBDlmUxYcIEAUC0tbUZXZyqtnz5cmGz2dSnMh0dHUYXqWr99a9/1dxg7rvvPqOLVJW6urrUxYQyfw499FDeNHLIsiweeughMXmydt2VTTfdVDz//PNGF6+qrFy5Upx22mnqtSq712LGjBmsa0MoVddOP/10XtfKUOy69vHHH/MeWqZC91C218pXrL02ceJEAUC0tLQIWZYNLmXlajLQWLNmjVqRv/Od7xhdnKp29NFHq8fq0ksvNbo4Veuhhx7SjCu49tprjS5SVVq4cKGYOnWq5onVNddcU5MXv9G0ePFiTa9r5sZxxRVXiFgsZnTxqsayZcvEj370o7weC6/XK37wgx+IKVOmsK4NoVRdu/fee3ldK0Op6xrvoeUpdg9le618xerat7/9bfX1tWvXGljC4anJQOP5559XD/ovfvELo4tTtRYuXKgep9bWVhEIBIwuUlV64YUXNA2dSy65xOgiVR1ZlsVf//pXzRPntrY28cYbbxhdtKoSCoXEL37xi7yG88EHHyxWrFhhdPGqxtKlS8WJJ56Yl+Lj8/nEpZdeKv74xz+yrg1hqLrG69rQhrqu8R5anlJ1je218pSqaxdccIH6by+88IKBpRyemgw0rrrqKvWgP/jgg0YXpyrJsiz22GMP9TjdfPPNRhepKv373//WzGjzk5/8hE9Mc4TDYXH88cdrGjN77rlnTT5ZGS2yLItHHnlEtLe3a47TrFmzxLPPPmt08arG559/Lo477ri8WQMbGxvFb37zG9HR0cG6NoRy6hqva0Mb6rrGe2h5hqprbK8Nbai69sADD6j/9oc//MGgUg5fTQYaRx11lHrQP/vsM6OLU5WeeOIJ9RhtscUWIplMGl2kqvPpp59qZhY58sgjRTqdNrpYVWXp0qViq6220tyMzzvvPNanLEuWLMnL7XY4HOLyyy+vyYF7o2HRokXi6KOPzpv2uKmpSR0Uyro2tHLqGq9rQyunrvEeOrRy6hrba0Mbqq4tWrRI/fejjz7aoFIOX00GGnPmzFEvsKlUyujiVJ1EIiFmz56tVsxnnnnG6CJVneXLl2sGTn77298W8Xjc6GJVlccff1ydZg9Q8uYfffRRo4tVNcLhsPjlL3+ZN4D5gAMOEMuWLTO6eFXh448/Focffrjm+AAQEyZMEH/4wx9EMBgUQrCuDaXcusbr2tDKqWu8hw6t3LrG9lpp5dS1ZDKpzsS3xRZbGFDKkam5QCMSiajd7jvssIPRxalKN9xwg1pp99lnH3aZ51i/fr3YdNNN1WO08847i1AoZHSxqkYymRTnn3++pkEzd+5csWTJEqOLVhVkWRaPP/64mDZtmuYYzZgxQ/zjH//g700I8b///U98//vfzwswJk6cKK655hr198a6VloldY3XtdIqqWu8h5ZWbl1je21o5da1zOKRZrO55nrKay7QeO+999ST8qMf/cjo4lSdvr4+dSo5AOL99983ukhVpa+vT2y33Xbq8dlyyy1Fd3e30cWqGuvWrRN77bWX5mZ87LHHssEyYOnSpeI73/mO5vjY7Xbxq1/9SkQiEaOLZ7j33ntPHHjggXkBxqRJk8R1112nOUasa6VVUtd4XSutkrrGe2hpldQ1ttdKq6Su/fCHP1Tf99///ncMSzlyNRdo3HbbberB/stf/mJ0carORRddpB6f448/3ujiVJVIJCL23HNP9fhMnz6dc6JnefPNN9VV0AFlkbQbb7yRT/OEUncuueSSvIXkvvvd74ovv/zS6OIZ7t133xXf/e538wKMKVOmiBtuuCHvCRzrWnGV1jVe10qrtK7xHlpcpXWN7bXSKqlr119/vfre22+/fYxKqI+aCzR+9rOfqQeb0x1qrVq1SjgcDjUfctWqVUYXqWokk0nNk9bW1laxdOlSo4tVFWRZFn/+8581U422t7eLd9991+iiGU6WZfHUU0+J6dOnaxp906dPF08++eS4bxi/9dZbeYOTAYhp06aJm2++OW/NENa14oZT13hdK244dY330OKGU9fYXiuu0rr2+uuvq8fyjDPOGKNS6qPmAo3sKcB6e3uNLk5VyZ6q78ILLzS6OFVDkiRxwgknqMemoaFBfPDBB0YXqyoEAoG8wbrz588XGzZsMLpohvvqq6/E/vvvrzk2NptNXHLJJSIcDhtdPMPIsixee+01se++++YFGDNnzhS33367SCQSeZ9jXStuOHWN17XihlvXeA8tbLh1je214iqta729ver799xzzzEooX5qKtCQJEmdLWLGjBlGF6eqvP/++2olnDBhgujr6zO6SFVBlmVx9tlnq8fG4XCI119/3ehiVYVFixaJzTffXHMzvuSSS8b9VJjRaFT8+te/zktd+fa3vy2++OILo4tnGFmWxT//+U9N6kTmz6abbiruvvvuolOAsq4VNty6xutaccOta7yHFjbcusb2WnHDrWuZ3k6fz1dTvek1FWgsX75cPTkHH3yw0cWpGrIsa54u3nDDDUYXqWpcccUV6nExm83iH//4h9FFqgoPPPCAcLvd6rHx+/2cwlEI8cwzz4iZM2dqGilTp04Vjz32WE1d2PUky7J48cUXxW677ZYXYGy22WbivvvuKzltJetaYSOpa7yuFTbcusZ7aHHDrWtsrxU2krp20EEHqZ9bsWLFKJZSXzUVaGQvavLrX//a6OJUjWeeeUY9LrNnzy6YtjAe3XTTTZqb+D333GN0kQyXSCTEGWecoTku8+bNG/frPixfvlz83//9n+a4WK1WcdFFF43bWZBkWRbPPvus+MY3vpEXYGyxxRbiwQcfLPmUmHWtsJHWNV7X8o20rvEeWthI6hrba4WNpK796le/Uj/75JNPjmIp9VVTgcZll12mHuTHH3/c6OJUhVQqJbbYYgv1uDzxxBNGF6kqPPzww5pViBcsWGB0kQy3evVqscsuu2huHD/84Q9rbk5uPUWjUfGb3/xGHZSX+TN//nzx+eefG108Q0iSJJ566il13vbsP1tvvbV45JFHhkxDYV3Lp0dd43Ut30jrGu+hhY20rrG9lm+kde2xxx5TP3v55ZePTiFHQU0FGtkLQI33p2IZt9xyi3pM9thjj3Gb3pHtxRdfFFarVT0uF198sdFFMtwrr7wiWlpaNHm2d9xxx7iuL88995zYZJNNNA2UKVOmiL///e/j8rhIkiQee+wxse222+YFGNttt5144oknhCRJQ26HdS2fHnWN17V8etQ13kPz6VHX2F7LN9K69tVXX6mfP+SQQ0aplPqrqUAjk8/q9XrLuuHVu0AgICZOnKhWvIULFxpdJMO9++67mhzd0047bVzfOCRJEr///e81T6Zmzpwp/ve//xldNMOsXLkyb9Vqq9UqLrjgAhEMBo0u3phLp9Pi73//u9hqq63yAowddtih7NXOWdfy6VXXeF3T0quu8R6aT6+6xvaalh51TZIk4fV6BQAxa9asUSjl6KiZQKOvr089QbvvvrvRxakKl156qXpMjjrqKKOLY7hFixaJpqYm9Zgcfvjh43pWm97e3rxVmg844ADR09NjdNEMEYvFxO9+9zvhdDo1x2TfffcVn332mdHFG3OpVEo88MADmq78zJ+dd95ZPPfcc2U3MFjXtPSsa7yuaelZ13gP1dKrrrG9lk+vupY9KUd/f7+OJRw9NRNovPnmm+rBPf30040ujuE6OjrUm5jNZhPLly83ukiGWrFihZg8ebJaR775zW+KeDxudLEM8+GHH4pZs2apx8NkMokrrrhi3D5ZevHFF8Xs2bM1jZPJkyeLhx56aNw9GU6lUuLee+8Vm222WV6Asdtuu4mXXnqpomPCuqalZ13jdU1Lz7rGe6iWnnWN7TUtPevaT3/6U/XYvvXWWzqWcvTUTKBxww03qAf3tttuM7o4hjv55JPV43HeeecZXRxDdXZ2ik033VQ9Ht/4xjfGZQpMxl133aUZcDphwgTx8ssvG10sQ3z99dfisMMO0zT6LBaLOPfcc0UgEDC6eGMqmUyKO++8M2+sAACx1157iX/9618VN4RZ1wbpXdd4XdPSu67xHjpI77rG9pqWnnXt1ltvVbd144036lTC0VUzgcYpp5yiHtz//Oc/RhfHUB999JGam9rY2Dhu0xOEULpot9tuO7VubLnllmLjxo1GF8sQ0WhU8zvJ3DC+/vpro4s25uLxuLjqqquEy+XKa1B/+umnRhdvTMXjcXHbbbeJGTNm5AUY++2337AWemNdGzQadY3XtUGjUdd4Dx00GnWN7bVBete1hQsXqsf21FNP1amUo6tmAo0dd9xR7SoNh8NGF8cwsiyLb33rW2pFG8/TG0ajUbHXXnupx2L69Omio6PD6GIZYvny5XnTkZ5++unjMs3i5ZdfzlsZuK2tTfztb38bV2lSsVhM3HTTTWLatGl5Aca3v/3tYXe7s64NGo26xuvaoNGoa7yHDhqtusb2mmI06lo4HFYDl5122kmHUo6+mgg0UqmU2mW6+eabG10cQ7344otqpZ01a9a4vLkLoaSBZC961dLSIr744guji2WI5557TjQ2NqrHwuVyifvvv9/oYo251atXiyOOOELTKDGbzeLss88WfX19RhdvzESjUfGXv/xFTJkyJS/A2H///cW777477G2zrilGq67xujZotOoa76GK0aprbK8NGq26lhlf53Q6RSqV0mWbo6kmAo3FixerJ2s8zwyRSqU0U1D+/e9/N7pIhpAkSZxwwgnqcfB6veNyCs10Oq1ZKRRQVhodb6lBiURCXH311ZopGQFlnvKPP/7Y6OKNmXA4LBYsWCDa2tryAoyDDjpI/Pe//x32tlnXFKNZ13hdU4xmXeM9VDGadY3tNcVo1rUjjzxS3W4tLCxbE4HGQw89pB7UK6+80ujiGOaOO+5Qj8Muu+wyrtJAMmRZFj//+c/V4+BwOMRrr71mdLHGXFdXl6ZLFoA49NBDa2a6O73861//ypuetbW1Vdx7773jZtajUCgk/vjHP4rW1ta8AOOQQw4RH3zwwYi2z7qmGM26xuuaYrTrGu+ho1/X2F5TjGZd+/3vf69u++GHH9Ztu6OlJgKNCy+8UD2ozz33nNHFMUQoFNJMPff2228bXSRDZP/AzGazeOqpp4wu0pj7z3/+o8m7t1gs4pprrhlXN801a9aIo48+Oi915cwzzxw3aVKBQEBcddVVYsKECXkBxhFHHKFLbw7r2tjUNV7XRr+u8R6qGO26xvba6Ne1Z599Vt32RRddpOu2R0NNBBrf/e531YM6XgfF/eY3v9E84RmPbr75Zs3N/u677za6SGNKlmVx0003CZvNph6DtrY28cYbbxhdtDGTTCbFNddco66Omvmz6667ig8//NDo4o2Jvr4+ccUVV2gW1gKUgZfHHHOMWLRo0Yi/g3Vt7Ooar2tjU9d4Dx2busb22ujXtdWrV6vb/973vqf79vVWE4HGpEmTBKDMmz2enqRlrFu3Ts0JtlqtYunSpUYXacz9/e9/V2daACCuueYao4s0psLhsDj++OM1N4k999xTrF271uiijZnXX39dzJ07V3MMWlpaxF133TUu0qR6enrEZZddJvx+f97T9RNOOEEsWbJEl+9hXRu7usbr2tjUNd5Dx66usb02+nVNlmXR3NwsAGUx0GpX9YFGZ2en+sOYP3++0cUxxKmnnqoeg7POOsvo4oy5l156SfO0qxa6CvW0dOlSzaAyQFn0J5lMGl20MbF27Vpx3HHH5T29P/3008fF/Pfd3d3i0ksvFQ0NDZpjYLFYxEknnSS+/PJL3b6LdW3s6hqva2NX13gPHZu6xvba2NW1/fbbT/2eDRs2jNr36KHqA42XX35ZPZjnnnuu0cUZc4sWLRJms1kAED6fb9wt2rRw4ULNDC+nnHLKuHpK8vjjj2samF6vVzz22GNGF2tMJJNJce211+Y1sHfeeWfx/vvvG128UdfV1SUuuugi4fF4NPtvtVrFKaecIpYtW6br97GujV1d43Vt7Ooa76FjV9fYXhu7unbOOeeox/qf//znqH2PHqo+0PjTn/6kHsx7773X6OKMuf3331/d/6uvvtro4oypzz77TJOHfthhh9XEnNF6SKVS4vzzz9c0eubOnTtu5tR/8803xdZbb63Z/+bmZnH77bfXfZrU+vXrxfnnn583harNZhM/+clPxMqVK3X9Pta1sa1rvK6NbV3jPXTs6hrba2NX1+65556aSbms+kAjO39zPM2JL4QQr7zyirrv06dPF9Fo1OgijZmVK1dqFhz75je/OW4WVlq3bp3Ye++9NTfjY489VoRCIaOLNurWr1+vmd89k7ry4x//WHR3dxtdvFG1du1a8fOf/1w4nU7N/tvtdnHGGWeI1atX6/6drGtjW9d4XRvbusZ76NjWNbbXxq6uffTRR+r3nXDCCaP6XSNV9YFG5kmTzWYTiUTC6OKMmXQ6Lbbbbju1Ij3wwANGF2nMdHZ2itmzZ6v7vtNOO4lgMGh0scbEW2+9pQ6my9T7G2+8se7TKlKplPjLX/4ifD6fpiGy0047iffee8/o4o2qjo4OccYZZ6ir6Wb+OJ1OcfbZZ4s1a9aMyveyro1tXeN1bWzrGu+hY1/X2F4bu7oWj8eF1WoVAMQ222wz6t83ElUdaMRiMWGxWAQAse222xpdnDF17733qpV2hx12qPt0kYz+/n4xb948dd/nzJkzLnJqZVkWCxYsUOs7ANHe3i7effddo4s26t555x2x7bbbahp9TU1N4tZbbxXpdNro4o2aVatWiZ/+9KfCbrdr9t3lconzzjtPrFu3blS+l3Vt7Osar2tjX9d4Dx3busb22tjXtW222UYAyri9au4ZrepA44MPPlBP3g9+8AOjizNmIpGIaG9vV/d9vKwQG41GNV3r06ZNG5V0kWoTCATE4Ycfrmn8zJ8/v+pnkhipDRs2iJNOOkmz34AyWLGeG2HLly8Xp556qvo0KvPH4/GICy+8cFTPO+va2Nc1XtfGvq7xHjr2dY3ttbGva9mpn9W8jlRVBxp33323ehAXLFhgdHHGTPbKnQcddJDRxRkTqVRKHHTQQep+T5gwQbd1AarZZ599JjbffHPNzfiSSy6p6yf5qVRK3HjjjXnrQWy//fZi4cKFRhdv1Hz55Zfi5JNP1jzdBSAaGhrEJZdcMuoNXta1sa9rvK4ZU9d4Dx37usb22tjXtT//+c/qd99zzz1j+t2VqOpA4+c//7l6EP/1r38ZXZwx0dnZqa5Ea7FYxOeff250kUadJEnixBNPVM+11+sdF9OXPvjgg5qZhfx+v3jmmWeMLtaoevfddzXd+gBEY2OjuOmmm+q2wfvFF1+IH/zgB+q0h9nn+7LLLhuTtUBY18a+rvG6Zkxd4z3UmLrG9trY17XsAejnnHPOmH53Jao60Nhnn33Ug1jPqRTZTj/9dHWff/rTnxpdnFEny7JmPmi73S5effVVo4s1qhKJhDjzzDM1DaB58+bpvi5CNenq6hI/+tGP8lJXTj755LpN21m8eLE49thjNavxZhq7v/3tb0VfX9+ol4F1zZi6xuuacXWN91Bj6hrba2Nf17q6utTv33fffcf8+8tVtYGGLMuisbFRABBTpkwxujhjYsmSJWpahdfrFZ2dnUYXadRdeeWV6g/FbDaLJ554wugijarVq1eLXXbZRXMz/uEPf1i30y6m02lx8803q7/lzJ/ttttOvPPOO0YXb1R88skn4sgjj8wLMJqbm8WVV14pAoHAmJSDdc24usbrmjF1jfdQY+oa22vG1bXJkycLQJnUolpnDKzaQOPrr79Wfzz777+/0cUZEwcffLC6z7///e+NLs6ou/XWWzU3pjvvvNPoIo2qV155RbS0tKj763A4xB133GF0sUbNe++9J3bccUfNOfb5fOKGG26oywXKPvzwQ3HooYfmPUlvbW0Vf/zjH8d0KlPWNePqGq9rxtU13kONqWtsrxlX1773ve+p5ajWSSaqNtB45pln1IN38cUXG12cUff666+r+9ve3i4ikYjRRRpVjz76qOaJ7x//+EejizRqJEkSv//97zX7O3PmTPG///3P6KKNio0bN4rTTjst74n+iSeeWJdPGN9//33NIMzMn7a2NvHnP/9ZhMPhMSsL65qxdY3XNePqGu+hxtU1tteMq2u//OUv1bI8++yzhpWjlKoNNK644gr14P397383ujijSpIkzdO4ap49QA8vv/yysNls6v7+4he/MLpIo6a3t1f83//9n6YRdMABB4zJAOCxJkmSuO2220Rzc7Nmf7fZZhvx1ltvGV083S1cuFAccMABeQHG5MmTxfXXXz/mNx/WNWPrGq9rxtU13kONrWtsrxnn4YcfVsvyu9/9ztCyFFO1gUb2/Nv1Ph3gAw88oMknrtfZd4RQGmfZM5KccsopVZtXOFIffvihmDVrlrqvJpNJXHHFFXW5cNT7778vvvGNb2gaHg0NDeK6666ruzSpd955R3znO9/JCzCmTp0q/vrXv4pYLDbmZWJdM7au8bpmbF3jPdTYusb2mnE+//xztTxHHHGEoWUppmoDjdmzZwtAWSXX6BM5mmKxmJg+fbpaUV555RWjizRqPvvsM80TyEMPPbTuGqEZd911l3A4HOq+TpgwQbz88stGF0t3PT094qc//Wle6srxxx8/aitbG+WNN94Q8+fPzwswpk+fLm699VbDVmZlXTO2rvG6Zmxd4z3U+LrG9ppxUqmUcDqdAoDYbLPNjC5OQVUZaIRCIfVmsvPOOxtdnFH1xz/+Ua203/ve94wuzqhZuXKlmDJlirqv++23nyFPfkdbLBYTp556qqYhtPPOO4uvv/7a6KLpSpIkceedd4oJEyZo9nWrrbYSb7zxhtHF040sy+LVV1/VrLab+TNr1ixx5513ikQiYUjZWNeMr2u8rhlf13gPNRbba8bL9PCaTKYxHRNYrqoMNN599131ZJ522mlGF2fUbNy4Ufh8PgEo09ItWrTI6CKNig0bNojNNttMPac77rjjmE3xOZZWrFghdthhB83N+PTTTzfsSfdo+eCDD/KmsvR6vWLBggUimUwaXTxdyLIsXn75ZbHHHnvkBRizZ88W99xzj6H7yrpmfF3jdc34usZ7qPHYXjNe9kOAhQsXGl2cPFUZaNx8883qQfvrX/9qdHFGzdlnn63u56mnnmp0cUZFf3+/2H777dX93HzzzUVXV5fRxdLdc889p5m/3+Vyifvvv9/oYumqt7dX/OxnP8tLXTn22GPF2rVrjS6eLmRZFs8//3xe4xaAmDNnjvjb3/5meKoC65rxdY3XterAe6jx2F4z3o033qiW7ZZbbjG6OHmqMtD4yU9+oh60t99+2+jijIovv/xSWK1WAUC43e66y2cXQohoNKpJOZk6dWpVdLXrKZ1Oi1//+teaxtBmm20mPv30U6OLphtJksQ999wjWltbNfu55ZZb1s1qx7Isi6effjpvLQYAYu7cueLhhx82PPeYda066hqva9WB99DqwPaa8d566y31HBixQvlQqjLQ2HXXXdWDVi3dg3o77LDD1H28/PLLjS6O7lKplGZBmwkTJojPP//c6GLpauPGjeLb3/625mZ86KGHiv7+fqOLppuPPvpI7L777pp99Hg84k9/+pNhYxP0JEmSeOKJJ8S8efPyAoxtttlGPPbYY1UxcxPrWnXUNV7XqgfvodWB7TXj9ff3q+XbbbfdjC5OnqoLNNLptPB4PAKA2GSTTYwuzqh4++231UoxadIkEQqFjC6SriRJEieddJKmsfDf//7X6GLp6j//+Y+YNm2auo8Wi0Vcc801hk8zqJe+vj5x1llnCbPZrGlwHHXUUaKjo8Po4o2YJEni0UcfFdtss01egDFv3jzx5JNPVkWAIQTrWrXgda168B5aHdheqx6ZKac9Hk/V3Lsyqi7QWLp0qeYpSr2RZVmT/33HHXcYXSRdybIszjvvPHX/7HZ7VUwBpxdZlsVNN92kWSypra3N8Nlv9CLLsrjvvvvExIkTNY2+zTffXPzzn/80ungjlk6nxUMPPSTmzp2bF2DstNNO4plnnqmaRhXrWvXgda168B5aPdheqx6HHHKIWs4vv/zS6OJoVF2g8eijj6oH6ze/+Y3RxdHdI488ou7fVlttZXjet96uuuoqdf/MZrN4/PHHjS6SbsLhsDj++OM1jaI999yzKgan6uGTTz4Re+65p2b/3G63+MMf/lAVM8yMRCqVEvfff7/YfPPN8wKMXXbZRbzwwgtVE2AIwbpWbXhdqx68h1YPtteqx+WXX66W9bHHHjO6OBpVF2hceuml6sH6xz/+YXRxdBWPxzUrqr7wwgtGF0lXt912m+ZmdfvttxtdJN0sXbpUbL311pr9O++88wyfYlMP/f394pxzzhEWi0Wzf4cffnjVDTysVDKZFHfffbfYdNNN8wKMPfbYQ/zzn/+sqgBDCNa1asPrWvXgPbS6sL1WPZ566im1rL/61a+MLo5G1QUa//d//6cerJUrVxpdHF1de+216r5961vfqroGzkg89thjmqkor776aqOLpJsnnnhCNDQ0qPvm9Xqr7onBcMiyLB544AExadIkzc1ts802Ey+99JLRxRuRRCIh7rjjDs2NIvNnn332Ea+++mpV/v5Y16oLr2vVhffQ6sL2WvVYsWKFWt6DDjrI6OJoVF2gMXXqVAFA+P3+qj+xlejp6RFNTU0CUFZv/Oijj4wukm7++c9/anJ7L7jggro4d6lUSlxwwQWahtHcuXPFF198YXTRRmzRokV5q127XC5x5ZVXVmXqSrni8bi45ZZbxPTp0/MCjG9+85tVmXMuBOtaNeJ1rbrwHlp92F6rHrIsqwsKTps2zejiaFRVoNHT06P+0Pbaay+ji6Or7MFdJ510ktHF0c17772nzjoBQPzwhz+siwvO+vXr8xpHxx57bNXOOFGuYDAozj///LzUlUMOOaSmn0jFYjFx4403ivb29rwA47vf/a545513jC5iUaxr1YfXterDe2h1YXut+mSPe+vp6TG6OKqqCjRee+019SCdddZZRhdHN8uXL1efVjidzqqasnEkFi9eLJqbm9Vz9v3vf9/wVZP18NZbb2lSPGw2m7jxxhtr4uJfjCzL4uGHHxZTpkzRNDI23XRT8fzzzxtdvGGLRCLiuuuuE5MnT84LMA444ADxn//8x+gilsS6Vn14Xas+vIdWH7bXqs+ZZ56pnpPXX3/d6OKoqirQWLBggXqQ7rzzTqOLM2KyLItUKiWOPPJIdb8uueQSo4s1LOl0WqRSKfWmtGrVKs3T43322UfEYjGDS1m+zLnJnkVClmWxYMECzRPY9vZ28e677xpY0vLknp9sixcvFvvtt5+m0ed0OsUVV1xRlees1L5khMNh8ec//1m0tbXlBRgHH3yweP/998ewxKUV2p9armuFfjsZtV7Xav26Vm91LbM/Rx11FO+hVabe2mv1UNfuuOMOtewLFiyomocIVhhMCIFFixbhoYcewoMPPgibzYZ0Oo3e3l7EYjG4XC6ji1ixDRs24KmnnsKrr76KlStX4uOPPwYANDY24oILLjC2cBXIPjcff/wxkskkpk2bhv322w9XXnkl1q5dCwDYYYcd8Mwzz8DpdBpc4qFln5uNGzfC5XJhm222wf7774+bbroJTzzxhPre+fPn4+GHH8bEiRMNLHFxxc7PIYccgu9973uQJAlXXHEFrrvuOqTTafVzBx10EK6//npssskmBpZea6h9yVwHQqEQbr75Zvz5z39Gd3e3ZhuHHXYYfvWrX2H77bc3Yhc0Su3P7rvvjjPPPBOPP/64+v5qr2tA8d/OkUceic033xxXXnllTde1Wr2u1Vtdy92fnp4efPDBBwCAlpYWXHTRRQaXsHz1XNfqob1Wb3XN7XYDACwWC6677jp88sknefdQI5iEEMKoL0+n07jppptw11134fDDD8cuu+wCu92Ozs5OPPbYY7BarbjhhhswefJko4pYESEEXnnlFVx88cXYYost8P3vfx8tLS1IpVJYvHgxHn74Yey333647LLL4PV6jS5uScXOTVdXFx588EG8+OKLkCQJm2++Od5+++2qvWlllDo3S5Yswd13341Fixap77/kkktwxRVXwGKxGFjq4kqdn0cffRSdnZ1YuXIlOjs71c/MmjULf/nLX3DQQQcZWPJ8Q+2LxWLB73//ezz++OO49tpr0dvbq37WZDLhyCOPxK9+9Stss802Bu7FoFL788gjj+D1119HIBBQ31/tdW2o385DDz2EJUuWIBwOq5+pxbpWi9e1eqtrpdoEDz30EDo7O/Hss8/WRJtgvNS1Wm2v1WNdu/POO3H44Ydj1113zbuHGnpuxrwPJcs999wjvvGNb4hFixYJSZLEKaecImbNmiXee+89EYvFxNVXXy0OP/xwEYlEjCxm2d5++20xZ84c8fe//10kk0nx73//W8yaNUscfPDBIh6Pi66uLnHSSSeJs88+u+rzMIc6N1dddZXwer1iyZIlRhe1LOWcm+OPP144HA7x1FNPGV3cIZVzfqxWqwAgHA6HuPzyy0U0GjW62AUNtS9/+MMfhMvl0qTjmM1mcdxxx4nFixcbXfw85Z4bn88nnnnmGaOLO6RyfzuAsopxLde1Wruu1Vtdq6c2wXira7V0boSor/2p9n0xLNDo6uoS2267rXjzzTeFLMtCkiTx/e9/X1itVvHWW28JIZS58E844QTx8MMPG1XMskUiEbHffvuJ6667TkiSJIRQBktZrVax8847i3g8LmRZFt3d3WKfffYRr732msElLq7cc3P88cfX3bnZe++9q/rcCFH++Tn66KPFvHnzxLJlywwucXGV7EsmwPjBD35QtVNxlrs/xxxzjLj++usNLu3QKvnt7LLLLuJvf/ubwSUurt6ua/VW1+qpTTBe61otnBsh6mt/amFfzMb0owALFy5Ea2srZsyYgWXLluGrr75COByGEAJr1qzBV199hY6ODpxwwgl46qmnIMuyUUUty+LFi7F+/Xrsv//+WL58Ob766iusWbMGQgjE43EsW7YMy5YtQzgcxnHHHYfHHnvM6CIXVe65+cEPflB35+b444+v6nMDlH9+Tj75ZGy++eaYNWuW0UUuqtx9Oemkk7DppptiyZIluP/++zFnzhyji15QJefm3Xffravfzo9+9CO8++67Rhe5qHq7rtVbXaunNsF4rWu1cG6A+tqfWtgXwwaDf/XVV9hyyy3xy1/+Es899xwAIBaLQZIknHLKKbBYLPD5fHjooYewYcMGpFIpOBwOo4o7pBUrVqC9vR3PP/88Lr/8cgCAJEmQJAmfffYZdt11VwDAlltuiauvvhpPPPEE0uk0rFbDx+PnqeTcdHZ2IhFPwOlSBrGZTCYji15QPZ0boL5+O5Xsy9SpUzFjxgyDS1xaPZ0boL5+O/V2buptf7788su62Z96ODdCCKSiKSSCCXz074+wxRZb1PT+ZKuH85NRC/ti2N3AbrcjkUigvb0dW2yxBQBg2bJl6O/vx4wZM+D1euH1emEymWA2m6uyAZstsz+NjY3q/oRCISxduhQulwtz5syByWTCrFmzkEqlYLfbq3afKj03QhaQUhKAgUDDpPw3+/+NVE/nBgAsZkvZ58dkMkFIArKkPMUwmZX9qpb9q9frQL3tTz38dmr93IiBeVtkWUa8L45EbwLxeLwm90coadsDf1H+brVaa/78ZP7U4r6k4ikkQ0kkQgkkggkkQ0lIaQlCCEgRqeb2p5RavxZkq4l9GbssLa0333xT7LzzzqK3t1fE43ERi8XEQQcdJKxWq3j11VdFPB4X8XhcPPzww+InP/mJUcUs2xdffCFmz54tlixZopb95ZdfFhaLRXzjG98QwWBQxONxkUgkxBVXXCF+/etfG13koio5N6f88BSRSqSK/kkn0yKdUv5IaUnIkixkWR7T+Z3r5dyk4ikR64+J5x99Xuw4b8eyzs9pp542eB6SaSGlJOVPWvmTORdGzbddb9eBetufevntCFF75yb7tylJkoiH46J3Za9Y8/4asXrhavHoTY+Kb+z0jbL3x6jfefY+SNLgtSdzX0glUyKVTInXXn2tZs5P7rmRJEmk08r+RPuj4sk7n6zo3Iy1dDItIj0R0beqT3Qu6hRf//trseL1FWL5a8vF8teWi2WvLhPLXl0mvvrXV+KrV74SDy54sKr3p1K1di0opRb2xbAxGjvuuCNcLheeeuop2Gw22O12mM1KcTJ/D4fDuPPOO3H88ccbVcyybbrppth9993xl7/8BQDgcDhgs9nUp8p2ux12ux3Lli3D008/jWOPPdbgEhc3b5t5sJltQ56b22+7Hd/f7/uI9cVgspgGezGyCCEgZOWPLMnKn7TyXyktQZZk9d9F9lMuHdX6uUkn0oj3x5GKpBDsCGL5VcvRt7gPTz7xZMnzc8ftd+DIQ48cPAdZT9yELJQniZJQ/gycn9E8D4XU23Wg3van1n872ar93GT/PmVZVv4ryYhsjGDj5xvRtagL4c4wpJTylHnbLbeFVViH3J877rgDxx13XN73jPZ+yLKs7Iecdb3JvQ5lymECdthxh7LOT2Z/xvI6VejcaP5fFpASEnq/6kXnR52YM2UOzGlzRfsyWuWWJRnxQByBNQFs/GIj1r6/FqvfXY0Nn25A38o+RDZGkE6kNfslhIDFZoGnxYMJm07ANw//Ztnnphaua9V+LahELeyLYalTHo8Hf/jDH3DqqafC4XDgsMMOw+zZs7HTTjvB6/Wio6MDF154IXbddVfsvvvuRhWzbFarFVdccQWOOeYYXHLJJbjooovQ0NCAHXfcEVtssQUkScLChQtx4YUX4mc/+5naxVVt0vE0pD4Jvz7v1zj31+eWPDfz5szDN+Z9A/GeOKS4hIYpDTBbzepFUwgBDIw70rwGKJOUAoAJEBi82QDQBixZrw1XrZ6bdCKNdCyt3KQBbPh0A57+4dOIdEXwbfO38btf/g5Ol7Po+dlxux2x83Y7IxVOwd5gh8lsUo6/gHJcs+5tpoEDnX3jFxC6nodC6u06UG/7U6u/nUKq7dzkNi6z/56MJBHdGEWsJ6amPWaYLWa4mlxobW3FNddfgx//5Mcl92e33XYruD/Z3zfc33X2NvKu7UX2U/lC5D2YamhowO9/93ucdsppQ56f3XbbLW/7el6bSp0b9e+Z3ZUFQutCCHYEIWQBk9kEl9uFX57+S1xyzSVl17WR7kcmQEjH0kiEEmoaVCqSUgYAi8H35e6XxWaB3WuHvcEOZ4MTdq8dFodlsDwm4A9X/wGnnTb0udl1l10hhKjqdKNquxaMRC3si6EL9gHAv//9b1x88cVwOp3Ybbfd4PF4sGLFCnzwwQc4+uijcdZZZ1XtIJxCVq9ejV/96ldYtGgRdtttN8ycOROxWAyffPIJurq6cMEFF+Dggw9WI85qkowkEe4Mqxek9z99H7+/7vdwuVx55+aoo47CKcecAikkqZ83WUxomNwAh2/wfOUGGJlGc6GLHpBzkTXlvz6Shm+tnJvcAAMAlr28DC+e9SLSMWXV5cZZjZhx6Qz88ZY/Dv523B4sX7Ycb734FuZvNx+/u+13cNgd6jF2+BywOqzFnwRmYoxCxzR3rE2BczMS9XYdqLf9qZXfTjmMODfFbrPZr8tpGdGeKKIbo0hFU5prnhACVpcVnlYP3C1upQd54Ef473//G5dceknB/TnqqKNw1plnweF0qNsrdcsv9Vsu9LnsBnex96rfi8GGdHZZsr8z3BnGq8+9iqtvuRq+CT7stnuB/Rk4P8Uas5Vej8o5N7n7mvmOSFcEga8DSCfSg8GT2YSG9gb42n14d+G7uPTSS+F0ObHrrrvC6/XmnRu7I39cU7nnIZ1IqwFFMpREMpxUeqazA6Hce6zZBLvXDkeDQw0ubE6b5hqfqXPZr8mSjH+/829c+qtL4XIXbhOcecaZ6m/HZM7PcKg29XSdruZ9MTzQAJTBhQsXLsQHH3yAWCyG2bNnY5999sH06dOrvqIWkk6n8fnnn2PhwoVYs2YNPB4P5s2bh1133RWNjY1GF6+geCCO6Mao+neb2wbvJC9C4cFzE4/HMXv2bOy9997quUnH0giuDUJODT51czY54W3zqgOPsxV7Apb7NKzoE5EiDdzMU5fc13NV87kpFGAIIfDRXR/hzSveVI/N1N2m4ohHjoCr2aX+dj788EP0rOnBqjtWYaZ5JiZPmIwzFp+h3HSkwWDP5rLB5rHlNTrU3oucm5MJxc9B3nEeYfBRb9eBetufav7tVGq0z025jVcASAQTiHZHEeuN5Qf7ZsDV7IKn1QO71561oawNmIBwOIx3331X3Z/NNttMuU5PG9yf3OvxcG79xXotMv9W7GGEZp8KvRfKQ6gNn2yAnJYRjoSxIrICHy/6GNFoVD0/lcw6V+w8VnJu1HJm9/6aTIgH4uhb0YdkJKn5Lu8kL3zTfLDYBnsDwpEw3nnrHXz44YeIxWPYfM7mBc/NUOdDTstKQBFOqsGFlJS0Zc+6l2a2bXPb1IAiE1yYTCblmo+ce2hmW6b8+2vmu0KhEN7733v48MMPlXOz6cC5mTlDey9HbQQb9XSdrtZ9qYpAg4wV640pN7kB9gY7PBM9g081BhR7IiZkgfD6MBLBhPqaxW6Bb6oPVmfp7LyCgQdQMPgoqkjDd7TTfvRSKMAAAJiA13/9Oj6+52P1pa2O2goH3nIgrE5rwXPzj5P/gcWPLAYA7Pf7/bDbebshEUxASmh7nhx+R97T5+wbTMljn/taqeNb5ceeSA+lbqOF/k1OyYh2RxHZGFF/m9m/EZvHBnerG65mF8yWwd+pyWTSXidMha/Lmtey317g4Q+AonPrF2poa8oitGXJfb3c373JZEJovZJ+BACuCS40b9pcer90UGg7avlzggsASMVS6F/Zj2hvVLNvrmYXGmc2au53md4NQLnGZ16z2C2D3539YC0r2BCyQDKSVHspkqEkUrFUfrmFNmizOqywN9jVwMLutcNsMasP4rL3rdCDokIBoMlk0jywMplNMFvNefuQ2dfMOJxCx4HGJwYa45gQAtGNUU2A4Gx0wt3i1rwHyL8oFbr4x/vjCHeGB2+EJsAz0QP3BDfKVTI3tsjT9mI5wIXKrXktNx1ojBULMMw2M+SUjH+c/A+sfHWl+vqel+yJvS7Zq2gACADdS7tx+w63Q8gCrmYXzvjiDDgaHEjFUkiGk5qxMQ6fQ7npFcyi0t5wcgOPvEZGzhPW3HJpMPigGldpYJH5vcT7lZ7jeH88r/6brWa4W9xwtbhgc9nyPg+gaJCR+72a13M+U4oacBQJLDS/+wK/41K5+XnXjKzPypKs9mYAQNu2bZpGe7nBhslkKho0Ffr+vO0VSR+V0zICHQGE14c127B77Gic1Qhno1NznLMb10IItTcAJqi9HcDguUlFU0iEE0iFU2qvRe5DOJNJSZfLvG62mjXpT3avXQ1isgOL7GNVrIe61LkRQmgyFsw2c8Fjpvk+BhuUhYHGOCWEQLgzjFRk8CmJu8UNZ6NT856MUoFG9r9LSQnBNUGk42n132weG3ztPvUpSKXlLPpaiafteZ8bIq1nLHs/SgUYNpcNwbVBPHr4o+he0g1A6R068JYDsfUxW6vvLXVunv7h0/js758BAPb73X7Y/QJlAJicVmYfyTyZAgCryzqYklHoeBZ5ypV9DkoFJJltFCpn7r+XfA+RQcq5RZYaa5aOpxHZGEG0OwqRzt+Ww++Ap9UDR6Mjr/4XDRhQOhUq9zc5ZC9I7uUyp+GZ6e3M/Fslv9OhGvgAlMHUa/J7M8ratxIN5NzPAijck1voCT+UBy6Zgd6ZIAhQrsmNMxrhafMo7ysQZGT3TmTWmTJblHWnsgdrJwKJwQH/uecmq8fC7rXD4XMowUWDHTaXTfsgsMCDMyFE4eAi67uGOjdyWlb3z2QxaXrYNPteIPAtFnzR+MJAYxySJRnh9eHBYMAEeNu82hxglG7Mlvp3IQQiXRHEegbTsUwWExqmNMDRMLLBSEPm1+Z0dxca+zH4Bu17C9EzABkqwDBbzVj7/lo8duRj6ngZV7MLh//9cEzfY7rmM6XOTc+XPbht+9sgZAFnkxNnLj1TPe5CCCRDSU0gaLaalVQqizkvZUCjxK6XemKWd27KOZbs9SCDlHtLLJUeJGSBWF8M0Y1RJEPJvH+32C1wt7rhbnGrT6FzVRJkZMpTsgdaFL5uFB3LMETOaub6OtS1c8iG7BC9GdnbKPZ9hZ7+Z5ex0PvNphIPvkxKSnH/yn5NypLJbIJvqg++qT61wS2ls9JScxrTclpWxuD0RpEKp5CMJjUPegYLlNU7YFLGVWQCCrvXnjeuzmw2D90jX+I6Xu650fRm5PTGqO/JDiYKBL8MNoiBxjgjpSSE14fVrlyT2QTvZG9eVz0wdKAx1HuSkSRCa0OaJ0GuZhc8bR7dGpBDBh5Awe7w3BxXVRkN3EqDj3ICDABY8tQSPHvqs2oQ0LxZM4564qiyn+5le/pHT+Ozh5VejX2v2Bd7/GIPzb8XS6WyOqyD3zHEjWqo9JFiT9Lyzk25QQWDDxoFegQWGaloCtGNUUR7ovkNShPganLB3erWzMyXq1iQoP67uXAjsWR6UVZDVm2EFwpWUN60pMUaqOX2fGfL7s1wt7jRtElTwc8P1cOeG4TkpT/JsvJagd4b5X+U/0+Gk+hb0Yd4IK55n2eiB/4ZfvUaCUA79bAYuK5mZoEKJ5GKptTxDSaTMrZBc/6Ech+we+2DM0E12PMa9Lk9SoX2MXv8RUEVBBgZUkpSt5dd9ryyFUifyv73vHufpfpnpyP9MNAYR9KJNELrQoODugZ6GbIvnBnlNGbLeZ8syQitC2me6lkcFvjahx4oPhxl504X6Cov2vtRZgM3NwCRklJZAYYQAguvXYg3LntDfc/0vabj8IcPh6vJVXI/ipWp56se3DYvq1fjizPzGjelUqkK5uDm7XDpG1d2eQvd4IvtU6n9yv3+it5PhPIDi8x7h6pbsiQj3htHZGNEk4qaYXVa4ZnogWuCS21AltvQy/79CSFKPg3Oe+pf7BqXHbRYSvdKZJerWKM/t+zlpONkZPdmCCEK9mYU+85C2yyUJpW7z8UeLElJCf2r+hHpimje4/Q70bRJU16PfyKctVZFOIVUNFUwGM2kHgkhYLVbYfcNBhSOBsfg4PDcnoEC951Cx71kgFGk4Z/3tiK9cupDwiK9Ger2SgQamfcU6pXjdXt8YKAxTqRiKWUg28CP3WK3wDvZW/riMWCoi0E57431xTRrdGTStVzN+Q1pPQ1VvbODiyF7bdT/lN7f3B6MTP6s2WaG3W3XjFWRkhJe/PmL+PT+T9XXtjl+Gxzw1wOKplSUe26ePuVpfPbQQK/Gb/fFHhfukfeeoVKp8r6zjJtZ2ZeUId6mPsUrcW4KlQVg4EGD9A4sAKV+JUIJZVG93ljBRpSr2QXPRO20tJUEGHmNxxKNOOV/Sm8zs41SA8oLfb7U8SsUVJSbniWEKNmbUej9hcpX9L2ljkfWX6W0hGBHEMG1AwvuDbzX5rKhcVYj3BPckJKSdlxFMAEpJanvLfaE3u6xw+K0qFPMOhudRY+3gNB8f7GgMnPMS+7jUHWl2HHJUk5vhrrdEulT2XIXn2SwMT4w0BgHkuEkwhsGG/lWpxXeyd6S3Zd6BxrAQI/K2pCmUWv32tUVxUdbxSkSJQYl5N7cZSFDSkjKvuV8TW4PBqAcp3h/HE8c/wS+fvNr9bjt85t9sPsFuw8rVS1X77Je3LrdrUqvRuPAWI0iKRsFU6kaHAWfLo706ZnmIwXG0RSjSR8YavqcnHJlvovqW6W3s6FSAHPfK6UkRLuVRfWyr2MZNo8Nnlal96JgoF7m95cKMopdnwqmdmXVfU2PRIFgo5LfbsngqMD7Cu2nZmyGCWjbpnhvRqEy5QYxRXuk1Q8g7/2RDRH0reobnBVq4N9dzS44fA51atl0Ij34uZwZlTLn2eq0qulPNq8Ndo8dJrNSZzLHO5M9kNv7rdm/7FNjzg/UMu8pGLQWabiXG+BmFJvOtphyA43MezXnkcFG3WOgUefi/XFEu7MW4vPYii6ml62cfORC7x/qM0LkDxQ3W81omNKQ1zU92oaVmy3y/y0TYGguoAIw282wOq0Fe436VvTh0SMeRe9XvQCUdLKDbjsIc4+Yq7yhjCdS5ZybZ059BoseXARACWL2vGjPou8tJ5UqryxFAo5C5Ssn6NC8r4zTo642PIzAo1AZqbYMJ7Ao93PZ700EEohsjCDeH89/kGA1wzVBWVTP5taOdSv2tH/IdNTsVB8MDP4tMxDXpNMM8R2Fnp5XGmDkfiYTcBR7b+b13N6M5k2by+6Bzg6MSqVGZR+T7O+O9SkDvZNhpTc3GVXGU9jcNjj9zryHQur2Bq7xFrtF6aHwO5XAwmMr2hhXx0OaTLA4LEOfm5ye8KHSWHP3Ma/MFQYZ2WUGtNPZFi1zGelTmvcz2BhXGGjUsWhPFPG+wQFtDp8D7la3bj0UxT5TzueS4SRC60Z3oHilKk2xUAOMnEGfhXow1AuxCVj97mo8edyTarDlbnHjiEeOQPvO7QW/K/vpV/YNvJzj1Lt8oFdDUno1zvjiDDj9zqLvLzeVKvcz5YzjyPvMEIYTeGiOUSVXNvZ61ITRDCyy3w8oPbDRjVFEu6OahldG5nrqanINOQtUoe0Xoz4dHrhelPxMTo9FOalfRRuuxbKtyrhfFNvPYsc9swq4kAQERFm9GdkNdCGEZk2J/DcXLkO0J4ruxd0IrQ8hFU0pC+nJyhTD3sleWB3WvG2aLWZlOtnMCtsD61WUahxnX7Oz606xdNjcz2X3EOSu4J29j5nPDKd+F1Npb4ZaziLT3JZ6f25bgzNS1ScGGnUo02uQPQDb1ewqezzEcAKN4XxOTg8MFA8PltPqtKKhvfAA9bFWLKUhuwcjw2QywWxTejBKpaQtfnQxnvvpc5CSEoQQmDBnAo5+4mg0zmysqDyaVIchGsnPnPYMFj0w0Ktx+T7Y85fFezUy0vE0EqFEWalUmvJVGHConxtCwSd0lQYe5X4m67O5301ja7iBRSWfzX1inZmWNnsh0wyzzQxPqwfuVnfeNSq7ETzU92S/ll2fhxw/UaBO5n7vUGMuNGXObuyVeCqe97ki+1pWA7PA2IzcmfVyt5X9fbnX3cG/aF+TkhKSYWVMRaw3ht5lvYhsiGjeY3Vb0TB5sDfdZDLB5lGmlrV6rOo1L/s4ZRrEufua2wMBKDNdZc/wWKh3u9Axk2UZyBrOoGmAl3EtLZViVooQxRfnG/KzFaRPZX+GwUb9Y6BRZ4Q8sBBfNGshvlZ3yafYedvQIdCo5LOx3phmDAlMgHeSt+CMS0YRQiAdT+cFGIDylMrqtBbsblcv/LLAO1e/g7evfFt9z8z9ZuKwBw7LOzfZ6UB5aQA5289VKPjI7tVw+B04c+mZZdWHzBzw2b1OpVKpNOUcRsChfnYIBVOyyr2KmfIbd2VjytWoGklQUcnnC527VDSFyEYlpTO7visfAJyNTmVRPb+j6BPkcgKMUnWv6FoZBX4zxVKysr+v3N9ZbnCTu6DdUN+X+72Fvjv7/VJaQufHncpTc9PAuhkDQZs6S1TuZ4ukRmUa90IWynSymZW1B8ZVCFkgujGKSFdEMxDZbFPSdX1TfOrsT+q4ipzzK0tywTSfYmtZ5B7b7MX6MveIkoGCyP9/ADBZyksvyl0ZvZJAY6jF+UrJLm8lwUKh4JHBRn1hoFFHMlPJSomBrtqBBrvdU/7Yh+EGGSP9fDqRRnBNcLDsAOwNAwPFDZxzu1gPBqDcrKyu0j0YgLJvL5zxAhb/fbF6fOb9cB6+e+13i876lVcOCDVdYDie++lz+PRvysxWe1+2N/a+ZO/yvrdYKpXPUVaXetEgoJw83uEGHUDZvR3Z2xhJ8MHAo3IjDSwq2UbBp8aSjFhPrOS0tJlF9YYcDFugHNkN9qHqVl5PRoEn5kOOuUBOT2eZ5cz8RtXfwRBraQy1r0OVNbg2qKyvJMvwTPSgaVZTwe8olv4oyzJS0RRSkZSyCF44iWQkf1HEWF8M4fVh9Qm92WqGzWND8+xmNG/WDKffqTTeS6Rg5T1xt5jy9rVU6lJ2oGGxWSpOPxWyGLxWVviQplAa3VCfH2pxvlIqHaeR+1kGG/WLgUadkFKSMuZh4EJhMg+skVHhWhUjDTRGsg0hlFlAYr05A8XbGyoKlvRQKsCw2C0FA4xCP6VYbwyPH/M4Ov7dobxgAuZfOR+7/nzXihq4BY+pKf+GXOzn3LeiD7fOG+zVOGOJMlYjcwPTbLeA4aRS5ZV/mAGH+vkhlGyIjiTwKPfzRbZDCj0Ci3K3U+rYJ8NJtfeiUC+Co9EBz0QPHA3FF9XLLUu5vRYFtwFtQ7/cgdkFvw9D/A6KlSH36XmRRl5u47WcVLXc3oHM2Izs3gxNyk/OZuSkPDi1bDiBVCSl6Z3I3d9kJIlIp5IiZXVZYXfbYXVb0TijEb5pPlhslqJP/bUF1wZdmeCvkrSx7LUoLDZLwZWzh5pQo5zpiEv1MA3V+5RRyXS2xQwnfUr9bE6wAXBhv3rBQKMO5C7El5nFaaiBZ4UYGWhkJEIJzf4AUGZ1mTj6A8WHE2AU0/1lNx49/FH0Le8DoNz0vn/39zHn4Dl57x3qyXxZx9Q0+N5CwYemV+NXe2PPiwuP1Sg29kOWZCQCOalUTivsDaVTqfL2q9gVZ5SDDs1nhxF4VPz5nO2UKlc9GsvAotTnASUlJNodRWRjBOnYYO9cZts2t01dVG84jRs14CinxzG7EVmggT+injwUqa+FyjpECmL21KrlnoOhGrWZ3gxASeltmtWk+V4pJQ2urD3wX1mS89J/sr/HbFZ6Kix2C2K9MaRjaVicg7M7uRpd8M/05z2syi1rJhVK/fecRnPucSh2TLJ7POS0rAZFmUCj5DWkWCpWkSCw3CBiqPeVuzjfUEYSaACFgw3OSFX7GGjUuFQ0hdD6kHohstgtI1qXQo9AQ4/tFBso7pvqG1YANRQ9AwwA+Prtr/HEMU8o02EC8LR5cORjR2LyDpPL+nyhm01FjRl1Q4Pb613Ri1u2uSWvV6PsTQ3caJORJNKxwXnlK0mlyt6fkQYc6naGUFa6wTADj4q3McS2apVeQUWl2xvq3CaCA4vq9cWQu/aAyWKCe4Ib7lZ3yR7TQg333HNecn9K1ZvshwFD1Pty02Yqfequ2U7WgnF545kKbK+SssqSrBmb0bpVK+SkjGQoqQ7aVlM0s3trc1idVs3K2jaXDcE1QaVHX5aVYyqUqdwbZzUWHetnMpkGx8NlBTLZjV0hxLAbuiaTdg0Ns81c/NpdTlqU0L633CAjbztFyjnS3oxi5RzWdjj9bV1hoFHDEqGEOosGoDwxb5jcMLKLxICR/qj12la0RxnIlz3IzDvJC2dj+Q3kUvQOMADg0wc/xQtnvKCmsbVu1YqjnjgK/mn+vO8ut4yFBvQNJ7XnudOfwyf3fQIA2PvXe2PvS/fOb/CUIZNKpd44zVBv+pXQK+BQtzWEsm/EegQe5W5niO1Vo2oMLDLSibTSe9EVKTgtrb3Briyq15w/LW2pXpVCdbXg+8s4j3lPbovU9UoDblmWK9pOsXSfDFmUkWI0RDkzjeLeZb3o+aoHqUgKFrul8DU85zhYbBbYvDY1sLB77erTdlmWEV4fRv+qfiV4yTSUbWY0zmzMmyq9WJpobiBVqCejnP0tVIfVQEOg8EyKlTxUyZ3ytkgK25DbySmnLA3OcFXJdLZFt61DoAEw2KgnDDRqVKwvpln0zu61j3gNCj0DDT23l46nEVyrHSju8DmGXN18qLJJCQmpWCqv8TDcAEPIAm/+7k28+6d31dc2/c6mOOT+Q4bM9y71Myx0HIebGtS3sg+3bncr5LSszED1xcAMVDk34FKpWxmlUqnU9IEyG896BhzFypu32UrStEYQeOSVpwaDD70Di0q2Wc62ZFlGvC+OyMYIEoHC09K6W9zwtHo044rK+R0N+eS4gnNUMGDJqd+VNhqzeztzP5+7rXJ6RWRZLpgCM9S2sv+eeRCRDCURD8YR74+j98teNRBq2qRpsGd6YP9NZpMmoCg0BizTYxHtiaJ3ea+aBmcyKTMkNbQ3wDfNB7Mla1rWMq4fsiznBRlms/bJfqVBX+Yek3lQpAk0hnlNK+e8VLQ9oZ3O1mK3jPwh4wjTp3K3xWCj9jHQqEG5N1OH3wFPq2fE2x3NQGOk2xSyQHhDWLMAodlmhq/dl7ca71Bl0jvAAIBULIXnf/o8Pn/8c/W1HX+yI779p28P6wlRsXSF4TxRzG0sP/ez5/DJvUqvxl6X7IW9f1VgBqrsdlSRMQqZG1UynNTkvZssprzVdTXbGqJhVjToGOYTMkOCDqC8dIhKtjewTfV/R/GGOxqBRbnbreRcpGIpdVG9vGlpoUxL6251w9noLDhta942Rc7fi5WvwuBC8/cCPRnDOX6lrhFlP5AoVL4CwVB2wz13m1JKWa8ie2yFlJI024hsjCDaHQWgnJOGKcoEHw6fQw0ubG7bkOllyXASfSv6EO+Pa8rtaVNmr7I6rGU3RnOPQe4Ac5M5f4apcmTKLIRQFgQc2F5mVfCRBga552UkslO7Mr0ZumQzZGUgjBTX2qh9DDRqiBDKrEzZ4xZcE1y6rTeRqQp6NmD0Dl4KDRR3t7iHXPF8tAIMQLmJPn7U41j737UAlIvrt/74LXzjZ98Y1vayZT8dq+T4lXpv/6p+3Lz1zUqvhm+gV6OcVLQSqULpeFpZ4CzzBNik9LKVk0qV/eQx++96BxzqNsstT7nbGmFvx7C3WeG2h/zOSr5Sx8BiqO0VSvWI9SqL6mVfCzMsDgu8E71wt7hLjucqdqwLlnkEAYHm9TLScobcRoHXM9eH3DJWso3c14UsYLFoex0y61VkD9bOnvq60G9WTssIrgnC6rDC5rVh6i5T4WouPOi+WBpnOpFG/6p+RLuig282KWlwTZs2wdHgKCvFqdixKzW1atlBS4F6JCUlCAiYLea8AdbDrUuFxtEMR3ZvhhAib3G+EV1PdEqfyt4mp7+tXQw0aoSQBULrQ5onx5628qZgLGv7OgcEo7ltOS0juDaomfve6rLC154/UHw0AwwA6P5CmVmqf1U/AGUA4iH3HYLN9t9s2NvMVuzYVfKzLXTMn//Z8/j4no8BAHtesqe2V2OYjdzcVCohhJJK5c1fBKuScguUWD+kSoIOzfZGI/Aod7tlbH+0eisq3X6lZUtGkoh0KdNfZz9oAJRGu6vZpSyq5yt8TSzn/KjvyTp+egVVmgYi8p/2Dvn5Ej3EQ11jh3tOND0VAz2XhXpAlP9R/mOxWWD32tXB2vFgHLFuJc03M9NUoc8WS88MrgkitCakOTc2lw1NmzTB1Tz0Q7ZSD2kyDdjs3ppCM39V3Ps68G+Za6HZYobJMoLe6Jz3lzO+Zyi5i/MVa7gPqxdZHjxXerUnGGzULgYaNSAzA5M6sNEENExuqChlaCi1FGhkZKar1AwUn+yF0+9Un7Kn4+lRCTAAYOXrK/HkcU8qT/IBNExpwFFPHIW2bdtGtN1s5R67SgOP/q/7ccvWtwz2aizN79UYztN1IfJnpcpNpSr21LKcbasBR25DeoQ3NL2DDs02dQw8Kt5u5v0VpFxVS2ABDE5LG+2OIhVN5W3H6rLC0+opuKheJccpd/ahUmWupPyZbRSasrPc45bb01yo57nQdaJk6lcB6URaDSoyC+HJkly0UZtpwGfGU2QCC3VchQkQkkDnJ4MzTU3cZqIyVqFIYJG9P5ENEQRWByClJPU7zVYz/NP9aJjSkPfwIrtcpbatOW4lGq5DBnbFviKr90ddFdxqVu835Z6XSr6/4jUrSkxnWyy4qXT7wy1bye0y2KhJDDSqnJQcWIhv4KJgsgwsxFdoBosRGM1AYzS3n4qlEFo7GIQJIWB1WOFscuZ9j14BBgB8dM9HeOnnL6lPVtu2a8NRjx+FhikNI952xkiOWTk/6+fPeB4f3/0xTCYT9rx4T+xz2T7lb3eIzacTg6lUMEFNpbK7C08jmrvdoRohRWf/MVf2FLpkWUoY0VgRnQOP3G2XfUnPHLLh5qGX8xXD7IVLBBOIbIwoY7Jyz7VloPdiokczLe1wjm/Rfx5hUJ+738NpeFUSKBRKsSy5D5JAIpRAIpjQjKsouu2BotjcttLjKnIC/kBHAKF1yvTr7lY3Gmc2ltxnk8mEWH8MgVUBzWrfJpNy3/NP9xcNKAv1XJRsrJfRYC14DgqdlgK/V1mSh16sr0xDnRegsgZ9OdPZjiTgGI30qextc2G/2sJAo4ql4wML8WXNw90wpWHYi+kUM9pBxmh/RyatLLwhrMxMJQaO1UCvj54BhpAFXvv1a3jv+vfU1zY7cDN8/+7vw+7Vd/VyPY9ZoZ95YHUAN2+ljNWwN9hx5tIz4Wpy6fbkvtCsVBaHBQ6fo+wZU0o1oEs2LE2oeOarkt9fwohTt0YQeBQrX6mUq5LlrfB78j4+xNP0UqSkhFhPDJGNEc0Mcxl2rx3uVrea3z/S41dJQ2o4wYX63woag+U+ic9+f7En++p7ZIFUJKWmPyVDSSSj+WNbcj9ndVjVGaBsXhvsbrt6DdXsR86xzeyzlJKw4ZMN6oJ7E7edmPeAzGQyqQ3RVDSFvpV9iPXGNO9xT3CjcVZjwfFeub0XxcZp5B7X3IHfpe4N6tocueUe2PdidabQYn2FZJet0L6UDBiHkUJVyeJ8ww02RjPQyMg+hwA4I1UVY6BRpZKRJMKdYfXHanEMLMQ3CpH7WAQao/U92SlSiUAC4c6wevG12C1omNoAb5tXl+9LRVN45pRnsPSZpeprO5+9M+b/fn7NnZfMtl848wV8dNdHAIA9frkH9r1837z3jqQ3JTN4tKxZqcoMCAr1fhRNZShwk8tuJJTzfXnfW8KIe1KG+IrsPPVyvq9gw7rMK365KVeFGnLlyHwu3h9HdGNUXdwym9lqVid7UFNyyv2qIg2cchtPlZzvQu8tFGQUSnsa6rs04zqKHOvswEaKS2r6UyKUQCqSKtqYzbDYLJr0J7vXDrPNrCl/XqM2e7XsAg8CMovoAYBnogeNMxs1gUWGlJIQ+DqgXLuztmH32tG0SVPeoqJFHzhkHatSvwspPRjE5vZkFEtPyjtmpqF7ArNndBpq2thC6V7l7AuAinvLNL0ZtvJmmRpOwDFa6VO536E5/ww2qhIDjSoUDyg33gyb2wbvJO/o/VhrMNDIDjCyb4ZSSkK0JwohCbXxb3Pb0NA+sp6gcGcYjx35GNZ/uF4pv8WE7yz4DnY8bccR7UcxY3VOAqsDuHnrmyElJU2vRinDKU8qnlJSqTIPoUxlzEpVRiM3m3qzlgf/nrutUtvJNILK+b4xCTqAvBSBwl80+H0j7Y0qZ78yi4VV8l25703H0+qUp9nz+Gdkpux2NA7MJjSCXh+13GWkIul1OyyULlVJMJN9fEuVKTOuIh6MIxVOIRVJ5T3pzf0+k3lwXIWaAjXwOxwqGNX0MKL4IGs5LWPDJxuUY2AGJm03Ka83Q8gCwbVBBDuCmjJbHVZlwb2Jg1O2D3Veyk4Zy2qYCiFKznxV8HxVsFBedqBRKtW5UOBUrGem6OfL7DWTJVlN9610cb5Kg43sco3mOAoGG9WPgUaVifXGNF3H9gY7PBNHthDfUIo9ZRvN7xru9xULMACl18fqVFKkMisDq9+VNVC8Ul2fdeHRwx9FcE0QgNJAPuzBw7DJtzapeFvlGqtAAwBeOOsFfHSn0qux+4W7Y7/f7jfi/OFCZElGIpjQTKlocViKTk1Z+MvK+968p6zZDekKuvLL6f3QM+gYMhWqnDSoCnpqSj0dzj5+Q26rjGBHyAKxXiU1KhkqMC2t3QJXiwvuFjes9jLGoI0wKCw3zatYw6/k9rNfKlDfiv2+S5VJTsua9KdESPtbyt1Whs1t08wCZfPY8s5Tqd40gZwn+yUatZlgPbgmiPD6MIDB3oxskY0R9K/sV9eZAJQ8e980H3ztvrIHyxc6XqXqX/b7soOMUr2iuWmexXoecknJwcX6ik2zXGpb5QTG6nvLSKESQrs4X7m9GYW2U1aZxiB9Sv0urrVR1RhoVAkhBKIbo+oMRgDgbHLCPcE96t+bMdaBRiXfWW6AkS0VSyG4Jqi5uDr8DjRMbij7IrT8n8vx1A+eUufr903z4egnj0br3NayPj9cY3leAh0DYzVSMuzegV6NnGkj9Qo8hFDyxTMzCAGDqVSa6R8ruSoNFQQUagdmAg6U19jM+8oiOdojTbep+LPDeNI/ZDBT4XeVCnYAJeUwujGq9jRqvhMCriYluHD4hgg4Kwig1O0XaRSVOvaVpjflva9Io6+SFDMhK7O3ZS+Cl4qlhuytsTltg+lPA+MrCl3rslOeCm5LQHMOC/77wHYyv9tM2eS0rJlpatJ2k9SGdiKYQN+KPiRC2tXbvZO8aJzRqKRrDWGoYL9YQ7xQkFGyRy/nt13qd17oOzWL9RWYdj3XSHrigKGDjdzpbEeS7ltxmUY50Mh8F4ON6sRAowoIIRDuDGvWhXC3uMtbRE2H784Yq+7GSr5zqADD5rKVvJhkBopnr6RusVvQ0N4w5GJy/7vtf3jlglfUi+XkHSfjyMeOhLfNW/JzI2XEOXnx7Bfx4R0fAgB2/8Xu2O+K/Yq+d9iN8iyaWakGZKdwFPyuEQQfpZ7Y5k7ZOZypd7O/q2QDrdhnSm2vDKWCgUL55cP9vnKDDzktI9oTRXTj4LS0MA32DlidyrS0rgmu4imNwwgsMio5d4V+b6U+P1RqjvoeU+ngIrunJBVNaRbByx5XUez7zFaz2kOhTi2bm55UbD9EznvU01m690Y9Pjlr22RfgwMdgbzejHQ8jb6Vferq4BmuJhf8M/2a2cNKfW8pxa6bhYKMcq4HQ9WBoXojMjMhmswmXaaPLas8RXqbcnszSi1kWYmh9mUsxmnklofT31YfBhoGkyUZ4fXhwdVVTYC3zav7DEbFGNGoLed7Rxpg5IoH4givD2suQp6Jyvz7uWRJxqsXv4r3b3pffW2LQ7bAQXccpOvaJcUYcU6Ca4K4ae5Naq/GGV+cUXZv2nAb5LmpVEDWrFTlpKoMI/BQG3eFPlsi5SD7+8p+Kp3VUMz0oGT+XshwppktRpYzA1W0ZcmVaRAXKtdwAp1EKIHIBmVaWk0DTygNDdcEZVE99fqW/d0jCCxyy5H792IBxFBpUUOVp1ijqlAwl/luKSlpF8ILJfNmQSr0PdnpTwXHVWCI/czuvcutF0XqfrGeu0L7azKZlN6MjzuVfzMBE7eaiPCGMEJrQ5oyWV1WZcG9IuPBRhpcqschJ8jI7sXM/9Khe0vKYTLlrKFhMWvXEMp5b6WGLE+BYEPP3oxyy5MX/IxBr0amPAw2qgsDDQNJqYE1MgYaWplxBEM9adeLUUFGqe/WO8DIJiUlBNcGNTMg5Q4UT4aT+MfJ/8CyF5ep79nt/N2w72/2HbOLlVHn5cWfv4gPb1d6NXa7YDfM/938YW2n0ktKoVQqh89R0eD94QQf2bnnmuNc5g0x+zvVHO8yy6rmyOvQyM8tT6FyaBr8Rbad2yNTbhmklKQsqrcxilQspX6Pms7jtsEz0aNOSzv4hQW+J/t/h5kiVU5q2JDHoMzX1W3L2u/PXCuklBJUZAKKZDg5uPBqie3b3DbNLFCZcRXl7JemHghtcF0qNUhTjnJ/AznBRmZsRnZ9k1KS+neLzQL/DL8yuYkOdV5TltzjkDPwW/3N5ar0917kdc02BvYbKL5OhZ77q3k9ewV6k1KWcqezHY3yjHWgkSkL19qoHgw0DJJODKyRMZCzbLaa4Z3s1X0hvlKMDDRyvx/AqAUYud+ZaRRlmCwmNExuQCKUwGNHPIYNn24AoJyT793wPcw7ad6Iv7eS8qnlGuNzElwTxM1bKTNQ2Tw2nLn0TF3GCJVzicnMnqNJpfLah92DVEnKVe5TN6C8BtdQDfrc95TztLRQY3+o7x/q+BYaa1C0V6fgBgpvIxFQFtWL9cUGZxMbYLaa1d6L7HOorsA91Ip5Od9faD+yy5J9LIr1UozktVIy9UeWZCTCCc2aFYVWM8/9u8VeYGrZEcwGpK77UKTXLvf7s9O8KpX925HTMjZ8ugGxvhjC68LwTvWqjVqT2QRfuw++aT5Ng0/va5xaD2RtsJU3E9EIG72lfvsmk0kzu1OhQEPP/S5YlqwUPiktqb+3YkGPnvJ607ICn7HsWSgUbHBGKmMw0DBAKpbSpPFY7BZ4J3tH7UlDMdUQaGR6MDIL7WXTM8DIlYqmEFw7OFC8e0k3Xj7/ZUS6IjCZTHD4HTj84cMxc5+Zun93KUafk5fOeQkf3PYBAKUnZ/7vh9erUUqxS06hVCqr06rMSqVTkDn4lyL/XqRxJiAqSm0q1DDP/t6SQUqx7ZnKS/XJ/f4hn8ZX0BuUTqYR6Yog1hMruKiew+dQFtVrcinnrIwgYfAvQ3+/ygRIUv73535XqQb+SH9fqZgyZXOsP6b2VpTqkTGZlJSV7PQnR4NjxPnysiwrwUVOsFesYT2SwKKQzO+m+4turPtgHZLRJFxNLngnKWPZMuM0Mg/RRvO6JoRQGvk5jdtKe2oq+b5Cf5fTMqS0BLPZrFmsb7T3XfP/AurifGaLeVR7M0qWJSvoMSKFiQv7GY+BxhhLhpMIbxhciM/qtMI72WtIt57RqVPpeFpJtchJXxnNACNbZnzM0meX4rVLXlPHyTTOasQx/zgGEzafMKrfX4jRgUZwbRA3z83q1fjizILjWPSUewnKfhIMaFOpRusJaO7g2KLrV5i0T+U0jbcRfnduQ2GodKzslc+zez50S8nIPKmWZMT6Yoh2aWfFy3y3xW6Bp9WjWVRPl6fFueek1DHJakBmjoueQYWUlDSDtROhBNJJbe9rbmPSZDLl9VToNcYrU0czDWu1DAWCCb0Di1zpRBo9X/Zg9b9Xq4Fw82bNcE9wo2mTpsqmrx6B7CADGGzYjvb+Z39/5r/pZFqzhobZPLypZEdaDik58ABv4Heq5ziwcsuS22M81mUAwLU2DDZ2eTqkrICbNeuGzWMrmKs6Foxq0OaNwci6UZvtZtjdhadjHA0mswlLnlqCf/3yX+rTwLbt2vDda78L14TSi9aNBqODDADwtfsw70fz8MGtHyAVSWHhdQvxzSu/Oarfmbuvdq8dFrsFiWBCuUFIAvG+eMGG2kiPkzpoNOdxusmi5HjnPWUXgJDE4I1KbRNXfu5y06TUhr0sIzNo1WQyDQ7szi1KTgqUWn8y2xth4yoVTQ0uqpeWtcfCBDgbnfBM9MDhd+jWeNAEW9CmQ+X+u1qUgcZ0qTSzSsiSrPZQqFPLxlOa78/r/TIBdrcdDt/gInh2j37XsuzxFtnfnZd6N1AvR7shlWnUB9cElXEZWat6e9o8aNumDd6Jozs7X3ZZ1PEnOedkLBuU6rUkpxya1zH61/bM9mVp8Dc71mXILUvuQ5Sxvr+ZzCZAzkmtMxt3nx1v2KMxRqLdUcT74+rfMykGRlX0sW7UCiHw/+29d7wtR3Xn++sdTw436yoLyYgLRsKA8QBjZAsERmTEBTEkD7ZJxsx4gie+Gc94ZpzGD9uSPA48k4OCbWwPyQghTLSRjJAREkG6Cvfq5hN37t31/ujdtat7V3VX5+591pcPH517zt7d1aurq9eqlcyOadcW98y4SqPCPRhZycMyLXzuX3+Ol3RljOGyF1+Gf/of/yl38dfn61g6dylUvHQcimBoAMDWsS3c+KQbba/G3ChXI2WvhgxmMXQ3uq7k2WpjVJVKocDpyi3MsufaYfd+zU+Z9wkbUoVcBA8m+PO+eQeSMYnXZw0tdM7YTfXEctsOtdkaZvfYuRfVmkYYRkQZ6MinWq3ycWvjGQ9jbJxT4ZSWbbuNCtnP1fo4r2J2ZRbNxWai64RLeRb+LRsPAKBi7xSnuVssjqV1soX1I+sY9oewTAtnf3AWMIDFA4u45OpLbM9Wyl4Er8HF8zJgbwRk6UXg4xkx7A9hWRYMw91DI0kvW9BYrIHF5eI050szV8R3PIJHQeYRzgrqtZEPZGikjLMoi51wZ3fNTjREy5qslFo/A8MJkfLmhaa9+PS2evjzN/w5Hvz8g/x3z/33z8Vz/8Nz0TndcXmdjKqBxYOLaC42Ux0TUBxDAwA++8ufxTf/4JsAgJ/4lz+Bq/9nul4NP7yhVDDsxos68caGod8kTfyOCq8CaP8SvkqV67MhbmvQDr0rjEi1w+2n4LPx3/utPlonx2VpxfEaFQNzu+cwt3dO+hwE5XjoXr8qb0UWFhZouCjGMugMXGVl+62+7/xgjPG8isaC/X+nX0WSITmyeeUrVwOTeRdIft3wyqa73sXag2vot8bvs/apNmDYTfcWDy5i5YKV8TATVuJkeVTcyHDkIZFL2njlZPbMcShwoxq4tic9TrGcrWOEyhT9tM7vRZzfeZzfNRYyNjKHDI0UYdaoEZ+gJM3tncPMcvqN+IJI24WqY2B4Gwo5pLnobDyygZtffTNO3XcKAFCpV3DtH1yLH73+R/ln+q0+to5ujUsCwu7SvrB/IbUFqUhGBjDyahy6EcOe7dV41/3vwvze+dzGM+wPeSiVgxNKFcY7kNRLXqXwOP/V2cG3Tz4eQyL5Ht5/s3FPDW+lJ7EsLe/jMxpTpVJBfaFu517smdPOIZuIyVaMj/8e43VIdd1Rd4GdvIreVg/9Tdu4EJ9p2bgMw0B9oc57VswszaA2W+OeAm/p0KjPql/4kzT0RjyNR5FOeu2Q3atBe4C1h9bQOdtxnae51ER/q2/v2ht2F/BKveIef1KFHCRTyJlvojyMSvIy8R2XBG+zPt3QoaTun7c5n6v8sk9TxjT1AW9lv6zOrRoP9drIDjI0UsIaWtg6tjWuzDLa8QnqgJoFaS7CzBrlYEgMjNpMDbWZmvKBTvvlcOybx3DLa25B62QLgG08XPfx63DBcy+Y+KyTKC4mv1abVSydu8QTXpOkaIYGAHz2X30W37zJ9mo86188C8//X8/PdTxOKJX3JdpYHMfC6yxnSYYv8FKisvG6Yl3k55eOwSfcSAeZp0P8fW+jZ3vuzra5N8Y5n1Edey+8a5WoYAfFWU/kVHjGIZWB4fm37NwKrKE10QTP7JkTn/PKpj5bdzfBm5OHcBoVI5aR4WdYeP8uO4dMOZTFv8cyfCQMB0NsPDLu9O3QWGhg9ZJV9DZ62D4+6gK+fx4rF67Yx5M084s8Lr/ny/NcydaBVJVnD4ah36zPjzhjHg7GFRzF5nxBDSWTOr8KWZdwlQyzgIyN7CBDIwVkjfgWDy6moqBGIY1FOI6Bkea4HO7/i/vxl2/9S75zu+vSXTh822HsunSX7/c6ax20TrTGC5Ix6iieQH8JkSIaGluPj3I1ekPUZmv4xQd+MVevhoPTq8DBqBjKUKoghdiLjvKs/Js3pEoYnzQZM8zKG2B8qMJsnN+bPZN7LxwlSDxWY7GB+b3zdqdmY/L7umMMUob59evEkBlyT4c3r6K/3XeF8nhxzlmtVydKy1ZqFfeuuOdy+fgl9fgD8098DAvxc1wWXvn5iEiaY6MYi9+5lX+zGLaObWHz0U1XVatqo4rVi1cxv28ew8EQJ+45YRtgFQP7r9jvegbjGBtKA0Ocmz5KYtrrqV+IosvQqFVc3kDV98J6YZXjGpWztb/oLmc74SnT2JxJUnYyQ0N1/ryMDYAa+6UBGRoJY3ZNbD3ubsS3eHAxdq30JElyEU7CwEhrbM7xvv7er+OO/3QH/90F//QCvPpjr7aVKg3Mnomto1uu8JLGQgOLBxcTSQAtopHh8Ll//Tn8/Y1/DwB41nuehef/erZeDb/QBG8oVX2+blf6iWgsJDpGWZSUothBUI6D8pyG/R0/46O71kXrdAu9jd7E3yv1Cub2zGF+7zxqMzWXUeaX+6GSoddT5IxRJ9dEKq/Rd8yuyRvg9bZsI1NZfnh0vEq1wsOfHMMiUjNUpjAyZNcwuh9axu3IkyT9nKFWQINC8oLOqzP/26fbWD+y7lrvKtUKls5bwtJ5S/z6Nx7Z4N6MhQMLWL5gefJcIUKognJSRJno7ESnsqGmoRRbQ4sr+2IPDdUxVEZj0HlkiN4MWXM+v3uStsHhDZ+SbSCkcV4dqNdGupChkSCD9gBbj2/xh6naqCamjCZFUotv0gZG0uMD7EX3M+/5DO75wD38d095/VNw7Y3Xhjb8GGO8URkfX9XudttYiBcOV2RDY/v4Nm580o0wu6bt1bj/FzG/Lz2vRpjliFkM/a1+qKpUqvOFCblyeSUCTyA7UAiF0Kvo+w1zdMhBd4DO6Q46ZzoTOQmAnUg/u2cWMyszvuOQKbvenX9ZfkHQMZ0wKdlnzb6JwbbdCM8Jg5Jdg3i9lUoFtbnauKzsKHdHlY8TRqHyeiaMiuH2XCm8WN4xOtes9OQYwQpnoDdL8Rndud3b7GHtobWJXikLBxawcuGKa80M8ma4zh1gbPiFR8meFW/fkKxCcXXviWVafIwyQ0PnWEH3THpeoRu5X3O+IE9TWgZHkKGhOndm3g3qtZEaZGgkRG+zx2P/AbsM5OI5i4WL+Yu7+CoNDMNuTBTVwEhyjIBdHeW219+Gh+98mP/uef/leXj2v3l2rMVDlig+u2sW8/vnE4mPLuLC9rl/8zn8/Q22V+PHf+nH8YLfeEFixw67/Mjk02/1J0OpltQdlwNDoBS/18kbCAqjcX844DuA63tKY8OwlYzuWhftU227Q7XzndGHazM1ntjtlYuft8IZm5Zh5BMqJFNmnLyKwfaAhz+ZXVOucAmHrM3U3N6KhYYylCnObnGQkeE6nufQrpwTyf0Cxkp3kKIXxkuhE4rj/azZNbF+ZB2tUy3X32dWZrB6yao0rzDIm+Ean0KxDWtgAPpGBj++8NmohFV+h4Mhv+Zqw7/JaFiPld84xA0Xp5yt8rwaYW1pGByq8Cmdc2fxbiRjIx3I0EiAzlrHtdPdWGjEUjzTJHI8bwYGhmyMYccJAGsPreHmV92MM987A8BO4n7JH74ET37NkxMZn5PoL5YsrjarWDpvKXR4RtGNDGDSq/Gu774LC/ujNeNKwrCQ4RdKFWeJC7OzGEYZn/gb5DkC8pOOf+xv93lTPb6bKXxudpfd86K51Jz4vri7r6ugOh6JUDIdKef9Vh+9zZ6rtKx4btm5qvUqGktCsvZ83d6p9XMiOMcLmDp+94sn+TuGRYAXSjQsGGO8Aaj8w55j+YxTZ/6HuRfi8SzTwsajG9g6uuU6Rn2ujtWLV5Ul2HW9Ga4xeqseaXp2RMIYGfxccTfWIii8w/6Qf0/nfaD7vvO7z9bQ4nPOqBiBURRhwtqSNDjE84bJ2YxzzrCQsZE8ZGjEpHXKHf/cXG4WImFWRaiwD2RrYMjGCYRbWB77+mO45fAt3PCb2zOH626+Duc967zEx9hZ69i7eoI7eGH/QqgeKWUwNACPV+PdP44X/GawVyPK0hI3nC9sgz/xnDrj1Yq/9xxXdgyueEl2u4Pi9p2ytK1TLZgdd2Ulxhjqc3XM7ZnD3O45/bBNiTfAe606StdEXsUo/Km3NTYCVZ4Zo2K4wp8aCw1pAQ2XtwDqcKSJ8RpjQ0n5eSapJCa5JzwUyjt3JFNIzN/QViIDxip+x29NV+1Ubz++jY1HNnjSMmCH2ixfuIyFAwu+5w3jzRDPySxF6EyAEQdMxtCHKbfsEEkpFgiz6eE8O7ohunG8WIxNlrPVNlADQpn8xhhmvFHPqTpv5saGpmFLyCFDIyKMMbROtFxhCrO7Z7UTjPMgzKLLDYyup0RkygYGP3+ERf47N38Hf/32v+YlhXc/cTcO33YYqxevpjJGwE4U33xsc1zGGHYFn8WDi1ovw7IYGtsntnHj5SOvxkwN77p/0quRlrdChep8fqFUYeKRRaLsMioRQ4xUX69MntcJz+ysdSaVdElZWsfz4KcEe/F6AxyFyXc31RyHQDnGhaPAqr5XqVRQnxuXlq0v1FGfq/uGX0nHKfybMcZLngYq3cbo2mBMKG0yI8NrWCg/P3FSxXf4P0Ksdcb4fsiOpxPm1jnbwdpDa67eTkbFzjVbOm8p0DAN682YCKkTd9GrejvFXqUvTFWgKOtrXMXWKascxtCQnVdXCReb84nlbHWOEaUyWFyDQ6zgGOee6J4vKq4NIZCxEQcyNCLALIatx7fGu4mGXfI0i+7RcdBZdPM2MFxj0XxJMMbwld/8Cr70377Ef3fRVRfhVR99VSbNER2j02lmBYyrjfklipfFyHD4m3/7N/i73/87AMAzf/GZWl4NkaTjpP0YDoa2p1H4Wn1+pMxqEDkGWZbvoBi6cw7LspQ73sPBEJ0zHbROtVzGrENjoYH5ffOY3TUbqbqbzBuglLVhrw/97b6rZ8XEWgFMGCe1GTtZu7nUtA2L+fq4vr/PvRVl6GfwyH7vKOUGBA+IRLF3rs35uzN+VORehSjGRdCYI9+P0d8qFf+Y/H6rj7UH19Bd77p+P793HisXrWiXXtf1ZqhkNGEUBYXPxDAyvOcUz6vzWd3veL/vbdYXhiieDcebwRhTGjZBXjz+uYgVInXPB0A7T0P3nGRsFB8yNEJimaNGfMJisnBgQVuByRO/BbdIBoZrXAEvCbNn4lPv+hT+8WP/yH93xVuuwIve+6LQi3xc+tt9u3+KmCi+exbz++T5OmUzNLaOb+GmQzfB7NhejXfe904sHFDnamRpWMjOxyyG3mbP1bjNL5QqMQ8Lk/zO+29JqBLflbcYuut2YjdXDIWd9UrNLks7u2cW9Vn9dScwJ4EPcjzWQXvADYrB9gCD9sCtIMOtOAK2kS0mazeX7B4nYULUgsbrKEguj430g5IQI6FvhXMe0YhRGRm+BobkfvoRpDDpeKK8hpcYUsbD7PpDrB9Zx/YJd8O95lITq5eshtoc0/FmBMnIMAztXfQkjAw+Jud0ITyTkXI6FM36Qh0jxFhk5WzDegPjGBuq8arONXG+EF6NoHOm9Q4lYyM+ZGiEYNgfuhRJozpqxBelPnvGqBbbohoYDn4vic7ZDm67/jY88uVH+O9++n/8NJ71nmflprg7hqgYUlebqWHx3Ml5UmRDQ7UsfP5XPj/2arzrmXjBb429Gkl4AXTRiV13UIVSxX1u/RTBiWvSEI3ZNXlitzWwJna3G0u292JmdQaVSrACE3b31uyZrs7aPK/C5/YYFQONBdugqM3bXovabM11/gklPsaYVWMHxrkVTjhUkALEjSRIun5XBOODQW1IRFCUVLvWQc+BK2xKDEfyHAcYFaw4uoWNRzdcsq/N1LB68Srm9oRvOLr+8DpaJ+zKVF5vhtLAUMgtsMRqggm5QetskkqrX7O+0McK8G74NedTHUN1vCQ6uWufKwFDQ3W+rIwNgBr7hYEMDU3MromtY1t8slXqo0Z8Ge+aR8W72DKLYdAZTIZjFMTAEJG9KM58/wxufvXNWPvhGgC7nPDL3vcyXP7yy3MZo5fO2Y69iygsqAsHFngOT9GMDN1loHWyZVegGnk13vXdd/l6NaKex0uUkAcRVSiVrHRn4DmY4vciGjvczgu3c9YOjRKrmPGQGLGpntcw8rykw4TrWKblMijEvAq/4/C8ioVRFahRvwqvDCzLmsj38B5bFpakO37+s8Z04go6w7i6l/h3b5I6/wMmroHnaihK0+qOPQxanihhrNsntrF+ZN1d7rRWwfL5y1g8uAijGm7OAPYm2/F7jtvnGXkzKrVKoPdChd8uehpVf5QbbRHyIvwIatYXFr/xBTXn8zuO7JhJGBtRzpW0jMTzJA019osGGRoa9Ft9V3WharOqnexbFHj4wMiDoTQwZmuFe3C8L4mH//Zh3Hb9beiu2WEl8/vn8ZpbXoODTz+Y1xClmF0Tm0flieLi4pqHvMM+9uIYP//vPo9v/O43ANhejWt++5rEzuM9lx9hQ3CcUCpvvfmZ5Rn/plqS3ePJk7jP5TcOwF5T2qfaaJ+xy9K6duANYHZ1FnN75+wwL3FnXTiWawfeTxkd9atwumv3t/oYdAauz8i+X2vWXJ21GwuNiTVPHDdPSJWFZnjP5ZGXjiEpyiDIQxIkG9eY2fj4UiVUsvs6YYAEGB4TBpLPZ4P+pjpub2PUcG+rx8dtGAYWzrG9D76bYgHzV/RmzB+Yx/J5y9LPhU7w9RgbaZUWndhoS0k51WnWFxbZ8yM259MpZ+t3PPH3ohc1DQNg/Mfxj2nICEjRu0Hlb0NDhkYA3Q07VtqhPle3y/8VZLdfF2toYdAZwOp7CrwX2MAQcabpvR+9F59616d4AtzeJ+/F4dsOY/l8xYsvZ5jFsH1imxtFgL37tHBwwVUdKPVxxDAsvLROtXDDE2+A2TFRbVbxru++C4vnLKZqVADhDQsVg/bAFdomVqUSY/+DTyQ/n+r8lmmhfaZtN9Vr9Sf+XpsdN9Wr1CrSXVjVLr6ovJsdE93N7ji3ojUIfBFXahVuUDhN8Pwq5qhCkyaUOAa58i5j9DEnLEzcrQ/aedY1uiauQQgNc8W38/94qm4FTAt+H4zxdXhlFWgchYAx2zO9/tC6qxgFAMztnsPKxZ5E7zCP6Gg41sDC8XuO8/AyaaWpqOE2Yn8N7z1OUIELm7cQlTDN+sIw4TEUytkGNefTPSb/nfDMpmUEuM4Tw3uic6403q9kbISDDA0fOmc7rsW7sdhQJvYWFWYx9Nt9vqsuvpBrM6MQqRJcj2VZ+NJ//xK+8htfAWBfxyUvuASv/NArC1/tCwB6Wz079G44XqDm9sylNp+SNCxkiF6NZ7zjGbjmf6u9GnHOk5Rx4cUJpRqaI+8GG4UF+VQJC+o8raK70UXrVAvdte5EnK9RMeyCAXvnXefWiSVnzPZO8l4Vm7bHwrIsZQ6HYRiuvAonaVs3qdyVNO45rt+/ZYq67HoA4SUu8SBMyD6CksIVf/FSDPfaKJ5L5tnSMTwcWXFvx0gZCTt/VAwHQ6w/vI7tx7dd3pjGfAOrl6xiZkVdcU/XcAKAtSNraB1vAQZs78j5y1KvVFSYxSbueRqKmzh3dT1pYQnbrC8MPOxR8GZETTiXHZf/2xNCpZMPFus8CZ5Ddh6HpO819drQhwwNCYwxtE+10dscN+KbWZ3B3O7wCXR5IeZgeC3vMhkYgB2C9Ndv/2t85+bv8N89/W1PxzW/dU3sRTZLLNPC5tFN1256fa6OpXOXQtVb95K2USE7R+tUCzc96SYM2gNUm1W88zvvxOLBxcTPoyKqwSIqWIGhVIIiFdbzMhwM7dCo021p+dfGQgNze+cwu2sW1Zreved5FaPwp+5mF2bP9E3ENQwDjfkGZpZmxj0r5uuRQnP8dguj3Guu+Fn2z0Gx3ZVKhVeDinJOl7dKPJVjZIQ0WlxzaWR8KPM9hPE6yghXrsKe12LYOmYneosN92rNGlYuWom8eeG9HgAY9ty5GQeuPODeQRdOE/V9YlmWq6u9UTUSVTwBuVcpjfdflGZ9YbAsa8KbkYaSLsvXSNrrIMvTSPKeZOHdIGNDDzI0PDihLmKVmrk9c767Q0VCluTt7BTVZmqoz+orGUWgfbqNWw7fgqPfOMqv4/m/8Xw8853PTPxllBWt0y20Tra469gpkaw7x9I2LHSPf/t/uB3feO/Yq/HC33lhqPOEPV8s5djnFDyUanT4aq3KQ6nCnI8xht5Gz/ZerHcnzumUpZ3fOx9YDptZDP1W35Ws7eRVqORlWRZqDTuvwjEseF6FR5n1k6XK0yASVfGQhaZ5jUAxrEK1s+36nc/Ouswb4bovlfi7qRNhLda4gZoTbuQrK5lBq7im9uk21h5a48YrY3ap2eXzl+2GezHzBr3yWTuyZudmMGDh4AJWLlgJPkgIT4djnPF77nh9ElTWvPMrLSMDEJr1ReihoYPTnI8x5mrOl4r3R7Q1PPcjkXwW4RxpHN8hbYND3GBwjk3GhhsyNASsoYXtx7fHO5AGsLB/wT+coiCoqkgxMO7BKJtifvqB07j5VTdj/cg6ALtK0Mv/9OW47MWXAUgn9jJtnMfN7JrYOrrl2k1vLjWxcM6CNOE2DGnkPcjO0T7dxg1PvMH2ajRGuRoer0bc84ZRiF2/0zi8uIs2HAzR2+y5dlZVoVTe85pdE+3TbbROtVy7jQ4zyzN2WdoVedI5YBs7YhUob16F7Fp5XsUo/GlmaSY4z0Syey6G3fhdZxRPgt9YpMf3hFHI+nt4kY5d0SGcWWysCCdUMlX1O1GhFb03qu+Pvzj+vkN/22645yR6O3+b32c33IubDyDzivFKU7BDdA5cecBVsSpKvoc3X2di5zyrZGQk//5gLF6zPp3j8/XFwIQ3P43r4c+uwuuWxJxL6/gT50rp2M7xydhQQ4bGiOFg1CNjMI6rXThnIVRDrDzwLVM7U0O1WY2kIOTNkS8ewW3X38bD1xbOWcDh2w7jwBUHtBIri4rrcWPA9vFtV7dep2xymAaQaRsWfse//T/ejq//ztcBAE9/+9Pxov/3RbHOqzqX6vs6hkXQLjE/lsXQ2+q5niWjZieKTxh/FkNnrTMRYukcv9qoYm7PHOb2zk3Eag/7w4nSst6yia5rGx1TbILn5FUEGmLM82/nZ0mZV/FzypyIAHyNHM84vHH+QceXhb9NjFvVsMQYX1ec3I6gv4X1GnHlRCEzs2vaFZ9OtVzHm1mZwa4n7LLXidGvo2wkKcPuYFeacgqhOLkZftcSxvBgGCtmzj1xqk5xItyjiTEJGIakwWGCJNGszw+d5nxpXBP/2WfNiHpu7/1O8tjS86VocEwYzqBeGw5kaMB2dzqJuoD9EC8eXEwlxjIpggwMJwejjEr5t97/LXzmPZ/h9cj3X7Efh289zHfLy3hNDt6xM2bnCWw9vuXaTXeUVO/15WlUyGifbuOGy2/AoGV7Nd553zuxdO5SqPN7dzn9CFJqJsYfNv6dsYmqVDDAG/wN2gPeVI8NPS9ew1YA5/fOo7lsl6W1TKG07MiwEL1Yquurz9VdVaDEvIpYuQne3xuT8pfNOV8DMMCwcB1XYuzFySeQKeyu446uT6rAGp7P+pwnDHFCypyfraGFzUc2sXl002WE1ufqWL1kFbO7ZpXru45hrTQwRrLx9s04cOWBaCVUJedQ7v46wxS/E+H59aJaX1I1NGI265MdW9WcL01jwztPnF16v+ci1P2S5GkkdWzlOTM2NqgiFRkaGHQGdtUOoSTd4sHFwiYZW0NL3QdDkuRdJqWcWQx3/D934Ov/79f57y578WV4+Z++fCKEpUzX5cDYOHHMO+bhYIito1sYtMe5QbXZGpbPW9YyeOOEQMXlC//pC/ja//4aAODpv/B0vPC9/rkazjl1xyxTWpTjDvBaKI/tQQylsoYWume76Lf70nCc2kyNJ3YP+8Oxp2K777qfKir1ydKySYRFKMN7PL82jHGXbC+yMCtHBjqhKbz7dkphF/xn79+F3VevQegb0iB4PvxQXX/c54kxhq3Ht7Dx8IbLIK3Wq1i6YMkurY7x8yPKN8y5gwzy9SPrdh4Z/L0ZuoiGoSvxWxJi4pqjhr6ipns/0np3JN2sTySoOV/ayrOyuWLM8LSJe6256VR0g4Ma+7nZ0YZGf7vv6t5cm6lJY+SLQFgDAyiXMj5oD/BXP/9XuP8v7ue/+/F3/zh++n/8tPR+lOXaVHH2qjF3znT4Cx4Yh/DNLLsTxbPaaQ2CMYb2mTZuvPxG7tV4xz++A0vnLbk+E2lXcvQf3++GMCzCyqy72cXGkQ20TrT4RkSlVkF9vo5qvYraXA31mToYY+hv9dHf7geeo1Kt8CRtx7BQGZJJGRfqD0s+75FnkELPv2ZMJjL7fTYKfmE+qvN6x89f+MzzGT+MSUU+DSWlc7aDtYfWXMapYRhYOGgr+rJ10NsZXGbY+cmNy0O47y5vRtXAgSvCeTNUqHZ7VV4PqXKr8EKF2dVPzdBIoVkfAO3mfKkaGxohbVEMAz9DQ+fYSRj2aRwXAPXaENixhkZ3vYv2aaER3/yoEV/BJkIUA8OhLMr49olt3PKaW/D4XY8DsF9u1/zva/D0n3+67/eKeH06cdyAJMxBYNAZuBLFGWNoLjexeM6i9ssrTXnIrvGO/3wH92r82M//GF70u/JcDb/jKePrRVI0LAzDTgpvn7ab6jlFIcyu3QDPbNv/rjaqaCw1ApM9DcOdV1Gfrwfm3kQKi9JApRhIlVBu5wleAT8lRlAQVB471e+CCIz/95kPfpVzJq5Hcnzlugr3cxz3Weu3+nbDvTV3w735vXait6vhHtwyUclbeW/5wNXXt35knJuxeO5iIs1QleFSks/ZP4RQbj1zQGsXXRhHUqTVrM9bfjvM9QHZGhuy8weNRRY+pRxDhgYHGRvJsSMNjfbptisBt7nUlMbD50kcA8OhiIq4l5PfOYmbX30zNh/dBGD3F3jlh1+JJ7zgCYHfTTM2VYcwj464q6+z28YsJk0UXzpvSVqgIGvDwvu79pk2/uDQH6C/3UelXsE7v/NOl1fD+13vrrKSlA0L53u9zR5aJ+2ytJZpYdAewGybdrPL7hCVZgXVehWV+ng3sdasoTY7fg7rs3VXsnZjvhG4u697bSJxjAvv95WKnetAwR4LPwUgsoER4L0IfI6Y+/M6YR6ukCivLRJgbE38LoBhf9Rw7/i26/fNxSZWL1lFcym4EaljUIjPk1/+BYOdMK8K/fLzZnivNcx9FUNJVEZG0Pe859S5H1luwqXRrE/Xm+EljXejXwiV7jhkYxKPqzsv0jA4UjNiqNfGzjI0GGNonWyhvzVO9JzdNYvZXbM5jsqNNbRgdszJhNEQBoaD3+5iEfjh3/wQf/6GP+eJt0vnL+HwbYex78n7tI+RpTEVVZH1ftdvl9hLb3PUUVxQAuf3zWN+73yosYRFjKn2Q7zGO/6fO/C13x55NX7ux/Ci33uRr+ImP+DkcYPGqIv3mGbPROtkC5uPbqKz3rENi1afezLq83XMrMygudjkFV4GrQGGgyGq9SoaCw3MrMxg8eAiZpZnuBKgM65IoWQxj8l3uQHlbviEMjEKq3H9VzK2MIpNoPIXYRd+4jii0m2on0XVeLyfl40tcCyKucwshs3HNrH5mDvRuzYzargX4tl2XQvz/E4jJMWVk8Jsb8b2CdvwWTy4qNwscB0iQLmPamQ4yCoTSeep7yDdn03T0DCMZJr1McYmmvPFWTfyMjZkY5n8gHPAZNbGpA0OMjbisWMMDWeHWIx/nd83r7VrlAVJGhhA8b0Zd/3RXfjcv/ocf4mc8/Rz8JpbXoOF/Quhj5XWtcZVZL3HimL4OeE83kTx+lwdi+cuJlar3aVMBYxH9fvO2Q5ueOIN3KvxjnvfERx2oWlYRFmmZMfst/vYfHQTG4/YuReDzsClyFRqdmfw5kqT70qKeRXNxSaMmmErAMLLsbHYCNzFzNW4YHqKh2NQjA8gOaZPmcswRrTnoHJC7p57Q3SC6vNHnVcyBV+H1qkW1h5acyuQ1QqWL1jG4kH90EgHJzxMKh/DM9aAcZo9EyfuPQEw+znY/9T9tvEsmTs6GIbBc0gcb1EU5cprOMqau4XazHCOOTpMUv2lkm7W5zTnA+BqzheGVIyNGCWIVfOIX2fE0KIyGBy64YPTyI4wNKyhha1jW+MwJANYOLBghzbkTNIGhkNRDQ1raOH2/3A7/v6Gv+e/u/wVl+Olf/zSUL0jRJK61qQNC9nPUXZ6nWM4uQP88xUDiwcXQxvLut4K1biUsdIM+OJ//SK++ltfBQA87a1Pw8/83s9IDqg+jneMusiONewPeWnZ9qk2Nh7dQOdMR9qzorHY4N4Lx6BwwqDE8CgHy7TQWe+4KujUZmtoLDRcnw3rfYxyndJjMbXxODE+zTCkiWMJ3wtrKPqFRumMSXV8PyUo0hg9+Cmlfspud6OLtQfXXGWTDWOU6H3Bsp08HPJ6vUrL+B/RvEZipSnuzVB5g7zeE9m5PLu4laqwIx/TgAxSSHUMQem6HHJc4rGSbNbnV8429LFS2qHnx4qoLLvekSHure4xRZI8Hhkb4Zl6Q2OiEV/VwOI5ixMJdlmTloHhUERDo7/dxyd/9pP4/qe+z3/3E7/8E/ipX/2pRLvAphF243fcoGOpxhblvgzaA7u2vrAjOrMyYxcy0Ch5GMZrofUi9xyuc7aDGw/diP7WyKvx7Xdg+cJl/eNpIgvP6G/3XU3w+m373931rrTMbLVRxcKBBSydt4S53XM8r8JvLnoNyP7WONQKGHlEVma0dh+T9Fp4DQHVCzKWEi8xDkQPiLYir9ohD/A+KI/n/FtiZERd+1wdyRXj0Dl2v20neouFRwA7ZHf14lX55oqPPCfCwpyvVIKfWRnOMcyuiRPftr0ZykpTQeMC+NisoTVhZPghKvrK8LyYyqifkeQXWhb4mdHYkmzWF1TONixpKMxRQqhUx3IdL+QGgXJ8EopgcEx4XTH9jf2m2tAwu6arEVoRGvH5GRj12bqrk3dUimhkbB3bws3X3YwT95wAYN+LF/3ui3DlW65M5PhB15yWt0IHHgMdcFzt41l2rf3exrgjdaVeweK5ixOJ4rpjDQofCBOa8MVf/SK++ptjr8aLb3hxpDGJeHdVB63B2KDY7qPfGu8UD9oDdNe7dh8MYUGv1qs85Gz5gmUsnbukpRAEjXfQGWDQGrhelE6DvzDHcYhiWKjO4RgCkbtGK/+o+L1KUfS79BCPhPgsuX6f0I6oc46weM83HAyx8ciG3aNJOJ7TcG9mZSZ8mA+TeBdiGlQOaw+toX2qDcaY7c04Nzg3wy8HRfSmOXMvyhoshjgZht140c8oCYMrnDXMJJRcd5LN+pL0ZkwcO8FQqqS6uAOeNS3khkPgcSUkdaw417yTem1MraExaA+w9fgWX8zzbsSXhYHhUDRD4/g9x3Hzq2/G9uN2kmFzqYlXf+zVuOiqixI9T5ypHNVbEXSspO+FeLzuRtfVbBKGXRJzdre6uIHuTlGomGfPi7ezNsrV2OqjUqvg7fe+HSsXrmgcSD4us2u6Omv3t/sTO0KWaaG70UVvvQezZ6JSraA2W0N9vo7GXAOze2axdK7tuUjCuPCO0zm/N5RK7OiteyzpWFReAM94vR6GNF/OfgaEU91ISYBiEuSd8ZzMPa8TCOXgx1LsrvsdY/vxbWw8sjFWFmG/f1YuWsH8vnn1MT2H9jXQDMS+zw5mT+3NCLsO6HRF1g2/kinFjAnzykjWqOSGDf+j/nEsy27WZxhG7B4aSXszvBTW2JAk/auI7M2KeRzVsSJ7N3ZI+dupNDScUpUOtdlaqB4ESZKlgeFQJEPj+5/6Pv7iLX9h7/gCWLloBYf/7DD2PHFPoucRd6eA4OtOwuuhc64490JnPMP+EBuPbcDsjMN36vN1LB5cRK3h3lFPy7CQHevOX70TX/mNrwAArvzZK/HiG18s/az3OMPB0BX+1NvquRQ2L/3tPnobPQzNIeqzdp+K+lwdtZkaKrUK5nbPYW7vnFY+VljjQvb93mZvIpSqudyU7nD6GrcBhoV4DFmTtiTnmq6Hxfuz/WV3WIzu2CbCohQvdx3FVocoyoP3O+3Tbaw9tOa+/1W7JPXSeUvau9yu0ArvsAR5TqwtmmE+XhxvBhBcacpvnZhQmqpGKCNInPd+yrAsbCfKHOPHkpxD+hmfx3GiWV812rMYtZxtWJIyNhINoVLkfcRZmybOkZDBkajhsgOMjakzNDprHXTOjBsfNRYamN8/uYuUNnkYGA6u3c2cYIzh72/8e3z+332eL0TnPutcXPeJ62KXZtXZ2QWCFa8kQiSCCPUii3hcAGifarviwJ1cJG9H8YnvxzQsVGPvrHVw05NuQm+zZ3s1vv12rFy04jqOmFfhJG2LSppyOFW76tOwP7Q7dc/WXS+mxmLD9uzsmo3cAMp1vpAK56AzsJN+nV8bdm8EWf8T/v2A3V3XWBLc7UviJe5raADaO89h7gVXRjWUnLDnDfuM97Z6OPvDs+ht9ly/X9i/gJWLVniobhiDbQLxq5K5EpRjoPq7nzdDB2cMbKihLGkYATID0zCMiWsOfe8V5466EeRdP7Wa9Wls0MQpZxuWohkbruNIvCNaa2OYc8U8huo4ZGxMMlWGRutUyxW3PrMyg7k9c5mOQWVgGBUDtZlaqgYGUAxvhmVa+Ny/+Rzu/qO7+e8OveYQXvJ/XhIpCT/MFOUvphGy3T9d4spPdi/SfNwG7YGr8AEAzKzO2CWDnUvRPb3CDR5m/Hf+tzvxlV8feTXeciVe8NsvcCdrC3kVKqr1Ki8tyyw7N0OW2F2pVTC3dw7ze+cD51gaxoUXJ5QKgjPGqUplH0DvOLJ49CReknENjCBDVRk65ZlXUe+F17gJo9z4yTGMDM2e6arU5NBcbmL14tXxvfYZAx+HTAwBoShiwnrUHAOXN+NczdwMD6KS5Ky/WnIUxhH2XnCvD5+G6pLL0lMrDPaoa77ZM/k1eD3J/gMZn9dVzjZFb4ZIkory+AAxjBYhDDiMQSpSVoNjmnttTIWhwRhD60TLVTpwdvcsZleza8SXt4HhkLeh0dvq4c/f+Od48G8e5L97zr97Dn7yP/5kcs19PHiv0/UCDvvySYiwoVyysejKQTy2NbSw/fi2nQg9+n61XsXSeUv+CrjGjl+YsZhdExuPbeB9P/E+9Lf7MCoGXv7+l2PxnEX1dyvGuKv2qMQsYG8gtE+1pSFUzeUm5vfOY2Z1JvKLyTv2qN/3HoMxuyrVoDNOFDeqhjKUyvX9EIZe5gZGwK57kBLNx+CjTATeC/GYEYwX2bOpK0draGHz0U1sHt10KVj1WTvRW2wAqxqLeA2ynf+w4WUTxpPGdHV5M2oGDlx5ANVauMRjv51Y3bEwxibmjrY3TZA/NzY0jXjX+UfnFA2QMM+VrFmf6/waMuAbRIbtzUiqv0cQRTI2wpbNLZLBkYixwaaz/G3pDQ2nAg+PUTdGjfgWs2nEVxQDwyFPQ2Pj0Q3c/Oqbceo7pwDYi+W1N12LH339j/p+L65hIft+kBySkk2UMC6/cURRaCe+y4Duehfbxz2J4vvmMbd7jv87zvnFcQwHw4nSsk4Flns+cA++/aFvAwAu/ZlL8U/+1T/h36vP1XmvisZiA/U5O3GaWQydsx20TrXQ35r0elSbVcztsb0XfhXk8jAuXN9j9s9OMrs3lMpVwjrCDl5WL1Jf4wLQUiqcxnJ+3480Fo1zy8JxXKeXeEBVx9k+vo2Nhzf4/AZsQ375gmUsnLMQvAsfYKiFUS5113qVwu/rzRAO5xfqE6m3BZP8znsuTWVfJ2zHe16/+eD7rvCZa7rN+lT3wrc5n8a9SIK4oVRJhFAFhU8FfleBtuFaAINjGo2NUhsaljlqxCc0ylk4sBC58VuocxfMwADyNTKO3XUMt1x3Cw8jmFmdwXUfvw4XPPeCic/GMSzC7lIByXV+DRvC5eC3S5eUYSFj2B9i87FNO+9h9PXGQoOXdY306DPwfArHsPDLq+hv9/Fnb/gzDFoDGFUDb/r8m7DvyftQn69P7Or3W3071+RM21W9CQBgALOrs5jbO6fMOwHiGRdJGRYyLNNCb7PHK9PAsEudehv86Y4p7Rdn4G60hiKo3AAQlRHx+zrGVkgjQzaeMOuk8/fOWgdrD665wvYMw7BLJZ+/HBjm4h27SzaK6whjQIVd7wfdge3NsGzF9sCVB4KT1YV7HtbIkI3dO8d8v+8z36IquOL3wnrBReND9EZEadZnDe2KVWD28bS+H8HrokOixkYEr0bc7/NjKMjK4CBjw01pDY1hf9SIzxQa8R1cnKhdnzRFNDAc8jI07v/k/fjLt/4l9yqtPmEVr/2z12LXpbsyMSpUx4gqj7iPhDfsKSmvRZiwCHEXrHWyhc6ZzjhEYPSs6Hj9Bu2By1MxaA8Cx1+tV9FYaHBvxTd+/xs8V+OKN1+Bl/yfl/DPWqaF9hm747ks96I2W8P83nnM7VGXpc3auNAxLCa+O/q6rMFfc6k5cW2xPRB+Ywn6bkTvRZj7ELSzL1UoY4Rm+L34/cbdb9kN9zprHdd35vbMYfXiVb18INnhPUp7EEGbFGHXe683Y/GgENIYMByXEmTY776onhgHlxxCrG/8HsYM2xGN0LDhV2IPjWqtaj/LIQwBbzlbWeK/FgkZH7GNjbj3IoGu40DwvYuzlmZhcHiNDaC8jf1KaWiYXRNbx7b4TajUR434Emxs46XIBoZD1oYGYwxff+/Xccd/uoP/7vznnI9Xf+zVrjhlP+IaFro7qnEVzbjnjqJMxHnxesfQb/WxdXTLlecwu2vWVZFt2HeXlu1v9yeaCk2ctmLwfArHsPAqX92NLm544g3obfRgVA2849vvwNyeObROtdA525m4PqNiYHb3LOb3zisTapNQzsJ811EYwxgWyjALn1Aq1RjTNDCyMi5Cn184b5JGhs54hv0h1h9ex/bxbdffmotNrF6yiuZSU3msKEaUaqzSQ8TcSDG7Jk7cK1SaUngzVKFOgTutCoU37LwOu/7FaeYXJEu/zQXukYC8WZ9fOJhuc75QsuAnloxBkzjGRtwQqqQMjYkxKUjb4Ijr3ZiGxn6lMzT6rb69+I9GXW2OGvGlZOlZpgWzW2wDwyFLQ2M4GOIz/+IzuOf99/DfPeV1T8HP3Pgzvl4lnV3EoO+GYWKnKiJRwwJ0QzOc79k/6AzI/X0deVpDO9Swv9WHZVoYtAewTAv1+TqsvuWKO1fRmG9I8yqC+NL/+BL+9tf+FgwMP3Ltj+A5//Y5k8deaGBu7xxmd836Kz4+JGVcJGlYyBBDqRyqTbvClnic3AwMn93RJIyLMOPxPrtxikoEGhkWw+bRTWw+uslf8Iwx1Jo1rFy84luamzGfJoUxdtl9z+cTlqli7cE1Xgo7TKUpxthY6WEKI0OGAel6GFkeCrF4w27Synnxft4ybUODMRaqWZ9hGO5cH1VZ3KDxpuT1iLsbH9XYSCJ8yvfYPoQJVwzzPdV3teVZ8vK3pTI0uhtd7u4F7BjnhQMLqcSuWaaFQWfgKhUKFNPAALIzMhhj6G508Wf/7M/w8Bcf5r//yf/8k3j2v332xLl1d/NlRL0O8Xxh5RJHdqJR43e8CeNAVzyG5Ls64xqVhXW6am8d3cLm0U3XZ2Z3zfJdWodas+YyKhoLjdAGPWMM3fUu1h5cw4ev+TD6LbsC1as+/Cq7iVmtgrk9dlM9WZ+JWJ6gEN+LYljIzh0Gxhj6231XyJgYShX1pec3rqjei7SMCxniGCca8lVDJI2HHF/rZAvrR9Z5Yi9ghyosX7CMxYPjhq/eY/vJNCmFQHY93nVG5zy63gzZuVSeDC0DQCDJ5yeomzrXDTQU1qjvUG+zPm8pcdWzo2rOF1U+rvMkaHxE9W7E8kJqlrmNQxwvR1SDI5ahUmJjozSGRvtMG921Lv93Y7GB+X3JN+Irm4HhkIahIZsa60fWcfOrb8aZB84AsHdhr/2Da/Hkw0/OzVsR5nNxdtR0z++nAET1WoS5VrNjuqpADVqTeRXD/hDt0+1xIYWqgfm983Z5ztVZNBYavhWdgjC7pl2W9nSbP0vfev+38A//3z8AAJ74sifiJf/nJdKytFkYF3kYFl6cc3tDqZwyv6r4/7Avq8A5VwDjQoZlWa4+JK4NJR8FJKxi1N2wDWGxPLph2IVFli9c9g9nkc0hn7mSpNHh5zVVnUf0Ziydt+TOzfA5X5jEVNf4vKLxu/4Yz9hEaJPfbrriPFHfoTrN+rzPoGVZoZrz+YVf+ZFUyFXWxkYa4VPKc8XwciRpcEQyNnS9ijmTbuZ0AjDG0D7VdnVdnVmdGZfpTIiyGhhJEvTAPfaNx3Dba2/jL6rZ3bO47hPX4byfOE/r+w5JhxCEPV8SXougvzsGBg+jimFY+J3T7Jk8nyJMXsXcnjmsXLQCs2PC7Juoz9jeBDZkqDaqkYwMZjF01joTz6vDU65/Cu679T70t/r4/qe+j85ah+fyhF3s4xgWWudKwbAQEcdQm6mhUq+gv9nn1Wd6mz0M+0NXKFUkA8PHuJB9N2/jQhyHAQOoQB726CiUAV4+v7EOOgOsH1nn65nD7K5ZrF68Kq1eKFPcRCUwaFMgqsKm+o7uZgdgG7TOtVZqFczvV4eBiccJW/3GkYH4HPF/+00vrwdAovD6ndP5jgHDFeI1MX8U5xHvnXTOBYzbb5wThoJll7BljNnlbEchXoH3k//HY2QqlHjveWXH8rseUUaiTLTlYwjHY+5xaH8vZYKeJx2DXurlVHxH9b2g7wAjo8vyGPNW+sZYXArt0WAWw/aJbQxa49CCuT1zmFlRl7cMi6+BMVtLvYpVUuhMUtV3dLjv1vvw12/7awx79g747h/Zjdfc9hqsXrzq+728jQrZcdMYk3NMXiaRaZwn5NpgmRYPfxps26FQ3twhGfW5uitZuz7vzqvob/ddFdyAyURxPwbtAfdeyMrSzqzMYH7vPJrLTXz517+ML/23LwEAfvSf/She+scvVR43jnHhCr/RNWJSdNM7+BkLTigV7wkEABVgZnlGWnFLuXPqd7mSayyKceEwcQ1eBV4yXFlnaNWYLdPCxiMbdkER4dob8w2sXLwibfQaZLTpeleCiLJ+6xgegO3N6Jyxq2fpejPETQsdIyOMsZfUbrtyLD7N/JTfGRmvgH5+h6xZX9A5RH1D9p0w65eXsN6PMCFXrs8a4w21wO/4eZiCvpPBuiw9vw9hn/ewXhEdmZap/G1hDQ2nwzEvBWkAC/sXlFVoQh9/SgwMQF+JDnOrnYWTMYav/uZX8aX//iX+twufdyFe9ZFXSQ2+0C7diMQNtUpCTjLlx/ccIYbMLIZ+q+/yVgw6k+VfvUTNq3B60ojhI7WZGhbPlZeMtoYWOmfspnriRoD43bm9c5jbM+cKPemsd3DTk25Cd70Lo2Lgbd96G3Zduov/PapxYX9Y7ztZGhYOYV5AZtdEd7PretE2Fho8h0UpoxDei6IZFw4qI8Pvc17lR6UgMsawdWwLG49suJPwG1WsXLgiNayjGhgqkjQ8gjaXxHOZ3VEXcNjejP1X7A/sAp6mkRH4/QjGR9C9E8evemak63eAwq7brM/BtzmfD37vGh3CGCC+Rr3KK+djBEYJocoyfMp3HD5yztPgKJOxUUhDYzgY9cgQmuAsnLMgTRYNyzQZGA6yxTGJ22r2THz6Fz+Nf/zYP/LfXfGmK/DC332hXV0jA6MiSWXHzwgIPcaABVgMG9Bh0B64ysrK8iq8VGoV26AQelbEyasAgM7ZDrZPjKu6wQAWDizwXd7eVg/tU210znYmE3UrBmZ32U31xB4d3utweTVe/6N42ftepvxsIKyYhoVIlF1ea2iht+GuSlWfrU+GUoXwXhTVuHDQNTLEz08okwplqn2mjfWH1l3GulExsHTekl2UoCrpY5KggeF3Dbqo7qXOWM7+8Kxvbob3GHGNjFTkE9HzobObLirWgbIV5hZjzNUwOMjQ0C1nGwbV2HWIanxor2mirEIaG0UxNByyMDjiGhtAMXttFM7QMHujHhmjEIxKbdQjI6YCNY0GhgN/4UJzp0AjvrJztoPbXn8bHv3yo/x3P/VrP4Wf+Bc/kViYgJcslBwxtjHU+TQujYHx4/ode9gfujprD7YHwXkVhuEyKBqLjUQMbxlmz8TmY5s8TG44GMIaWDCqxsTzAwD1+Trm985jdve4LK3fXOht9nDj5Tdyr8Yv/MMvYPdlu33HxO+X5svUMfRyV5w9hHl2GLOrhUlDqVQvk5IZFyJhFBHvdTEmLy3b3+5j7aG1iZyh+X3zWLloZWLdVxoYGc0l3TVUXL+CxuX1Zux76j5/ZcTzjPl9Nq4XIwphQ66YxcaGh4/HSzw+f58G7BYxi2Foepr1+eBtzpeWAp2F90OUEy9kEfTMsvExgxTivMOn/AhrdKRpcMiMjaJVpCqUoTHoDLD9+LargsPiwcXAh9ePaTUwRIXZwW+Ch5l0Z39wFrdcdwvO/uAsADsM5mXvexkuf8XlE+eMQl4PgGthDBqH7ktMSMqTHdsyLfS33U3wksirSBvLsnD2+2ex9uBISWP2i9EpQ2tU7YTy+b3zPGlW17PAGMNXfuMruPNX7wRgJ4mLXg3nM2UzLBzCvFR0Pmv2THQ3uuMKTJ5Qqig9VYogJ5E4RsaEYcVsma0fWUfrZMt13NmVWaxesuoKwc3KexEF1b2UrTWqcZ794VllbsaEweapauMXXpWHkaEiyPiQzi9FqI9Xtn7HljbrU8yZNLwZYUnEAPFZb8R1W3l+r/Hgdx8Kamg4pGlwhDVOitzYrzCGRm+rZ78URqOpzdSwcM5CZDfQtBkYui+cKIaF+NlHvvIIbn3trbyU8Py+eVx383U4+IyDUYad+0RX7RQ7uMan6bWY+B7Guwr91jhReyKxV4Err2JhlFcRw7iOg9kz0T7V5qVv+62+K8m7sdDA6hNWsftHdvOqKX6olN/eZg83PulGdNdGXo27fwG7LtsFAyG6qBfs5aP7YtB9OYkvWlkoVW22huZSc8LI1Tl2kdA1MnQUW2toYfPRTWw8tuEqTFCfrWPl4hW7WqEhrJUFNTBU6G4wOb+X5Wao3qnW0PL1ZPgZskWTlTfkSjssT/Yr1fPL3IaGtFmfoJS7vBkB5WyzJAnjgzHmulap4eb8R+d5d34lfrQA4VMqtMN3Az6va3Ao18iC9toohKHRXe+6SgzW50eN+CIIaBoMjDDuc9Gw0JGX30v8Hz/2j/i/7/y/XHZ7D+3Fa259DZYvWI583KzRkZ1lWa5dF1/Fxsd1POgMePhTb7PHE6n9ZFGpVlzhT0nkVcQlqCwtDPsz1UYVtWYNjDHUZmpYOm9JOnZdxfcrv/kV3Plfba/Gk1/3ZLzsT16m/GwRDQsRnZeBjoHht3vKmG3IDrtD/m+jaiirUsnGUDRkLn/p5wLkyxhD60QL6w+vuzyGRtXAyoUrrveJGMIxIZ8CzzER3RBQ0ZuxfP6ystKUV0EJ6q0i/q0M8gJGFQGdS2T+iqtXWQPk12mZ1jh0yidvkTfnM6CdNJ43YQ0Q7995iJrnHRr6Pjjv6aq/564ohPFypGFwFNHYyN3QaJ9uo7s+bsTXXGpibu9caMGU2cDQuQWqHawgD4bOhGWM4W9/7W/xld/4Cv/dxc+/GK/80CtdSb1+x8wT3QVQjLeVydPPsPDmVfS3+64dU1UogyuvYqEhrc2fF4P2AO3TtvdC3CkHAKcsrVhOun2m7fI6GhW7qdnMyoyWceHdVext9XDToZu4V+Pnv/nz2P0jdq6GzEVfRBI1MPzEJ+zCmz2Th7M5f/OrSlVUvNesa2R4r6+z1sH6Q+vot9wN9xbPXcTy+cvcCPM2AORU9DdqikLQ+wCQV5oSvRR87gUoJjIvivj90snN49mw/yD5nPMRiTHqIFaQcpr1yRR0ZXO+EqxxXkQZynQJLzKjlME+hlcO0vugCp9ShFwVhTBejjjecC1jw8i3IlVuhgZjDK2TLfS3xi+H2V2zvIGXLmU0MOIYFn6fCaPgOJhdE//3nf8X9918H//dj/3cj+EFv/2Cwu66RDEsZJ8RDQsxQdAaWjyfwjEuzJ4ZeB+cvApeWna+UTh3rzW00DnbQeukvCxttVnF/N55zO2ZQ6U+uUtudk1sHh0nigP25oAszDFQeQbw1d/+qsur8fL/7+WFfGl40XkxBBkYYYwLL2IolXPOarPKQ6mKjo6REfRSHbQHdm+ItY7rM3N75rB68SpqMzWpjJUejRIpfTrvB1elqfOXsHjOpDdDVEgcZcTvPRJlY6toBIXucMPKCpax00MDBriuMbFJ5XQOZwguZ1uiOSgiGldipIWDShnmf3fmnXD9/D44G3o63saCyi9UuGzAZ1Sfm/hMgYyNXAwNZjFsH9/GoD1WdOb3zaO5NLl7rqJMBkZYl6NuCFTcW9c+3catr7sVR79+dHRQ4Pm//nw8813PLNWDKi5yfuP2eiycBXHQGvBeFb2tHp+XfseqNqquXhVOXkXR5ObQ3+6jdaqFzpnJsrQwRg369s6jsRjcp8ZppOnk8QD2Lt3COQtozDUCwzmAsceit9XDTU+6CZ2zHZ6rseeJeyJdYxbEMTBku52THwoOhxGPNWgNXOtoUChVEYhrZAwHQ2w8vIGtx7dcf28uNrF6ySqaS01/I0404AI+U1SCDI1BZ4CT954E4PZmuIyGAE+G6h0zEeanoNDy08gTkIaneS7Zt1nf6Flm5vhL1UY1eA3wHAMotixVuAwOxbUG3QdxDoqGSBJ9VvJA95mJ+p6RGSRF6LWRuaFhDe3GYHxH1LDr9Dfm9RrxFd3ACGtUAPqGhff7OrtaquOcfuA0bn7VzVg/sg7A3o1/+ftfjh+59ke0jpMFKlnqGBaqeGMxr6K/1Udvu8cfRFXZQyevorEwzq0Q51mU+5AFlmmhfbqN1qmWNCm9PlfH3N45zO6aVSqmfkpvd7OLraNbrhCyuT1z0tBHv1Cor/72V3HHf74DAPDk1z4Zr3j/K3QvMVOCnt1AA8NnaZB1tvY7l8hEKBWQavnjOMhCV4J268QQn82jm9h8dNNVYaXWrGHlohXM75uPZDyU0eAIWnNclaYk3gxmMTuUzDmGIlxKxK8sbNmMjrDGrmqOmj0TTp6BLAJATAA3qgZfZydkrauFFUhp1kH2LE94PwL6ZXjDp8TcDz8j0JcCyFE7pNbn76rPeP+et7GRqaEx0YivamDxnEXUZoKNg+FgCLNjTsSSG1UDtZn8DIy8vBVBLxq/8xy58whue91tPPF34ZwFHL71MA5ceSBwbGkSx2vhNSwAwBq4S8v2tsZVe2QPshN+Vp/3lJb1yasoopHR3ejaTfXWOhOLr1E1MLd7DrN7ZpXGvcq48MbmGoYBy7SweXTTFYZVm61h+bxle4dPQ1Hrb/dxwxNvQOdsBzCAt939Nuy5vDheDS0Phe8BVL+Oblx4sYYWeps91wZM0UKpgowMvxdm62QL60fWeRdmwN4AWDp/CUvnLtnPvEzOIRSKMhkcfuuOypshflcWtiLu4HsJ844pi9GRhLEhNuvjmzXOGqlTzlY4pJbHU/LdoshTRZAO5NwHb1ieaz4KhkZQ2B5fVyMYHrLxpY3O8xJkcIQ1NoBsG/tlZmiYXRNbj4dvxFc0A0NLGRbQDYGIM46gBkQi93zwHnz63Z/m8tz/1P14za2vsV/WOaDjtQACdj0NW9EatNzeClEpUd2H+mwd9QXBsFhohrL2i2JoDPtDtE610D7VlvbpaCw2MLfH9l54r8+7wLt+z/w/49A500HrVIt/xqgYWDhnATPLM1rj/+r//iru+E8jr8bhJ+MVH3iF1vfSJJaB4WNcOMdQEXUeqUKpmkvNQuRb+YVJqNbO3mbP7uWy5a6GtnjOIpbOH1U9UxgYcZ5HpdFREIPDb93x82aojAzZcXVC+EQCN4A0v5MluvkagORvFrM9FrCVNq9XmOdmjP6u/V4RDIhpMTwCjY2AtcHRGxljod7PovFhHzqEbHKQZ5CXI67BkVevjUwMjUF7YMfTjs6k04ivKAZGoCLswe+mhV24/Y4dVsFlFsMd/+UOfP13vs5/d+nPXIpXvP8VruZVaRPFsPB+h8GdV9Hf7rsqzni/78DzKoRKUJVaJZaxkKehwRhDd62L1qkWehuTZWmN2ripntdrKDMcvC5t799dx3Z+L7wUBp0Bto5uuQyd5nITi+csBr4c+tt93HD5DbaCZAC/cNcvYO+T9vp+Jy2iGBiMyTtT8+MFKKhJzh1pKFXOFc/CGBmGYfd/WHtozVX2HABmV2excvGKOiwsYUOgqAaHat3xejMOXHmAP3t+RoZuvLcuUYwO1ffSRnduescmbdYn/E1MYnYMfZcMIu64a3+3YIZH4K67333wzFuvvhBZjR15QrVllJFM4xgcgcZIDuVvUzc0eps9V3fW2mzNV/HwMzDqs/VUew6E9VYA/u7jqDdP282v+dlBe4C/+vm/wv1/cT//3TPf9Uxc/b+uzsR9JpOdbKdG9dIze6adpC00wguqCFKpVtylZT15FX5j1L1veRkZg86AN9XzPieMMbss7d45XnbWO94JOTO9azEMI1DBcgo9iCWrK/UKls5dClR0v/Y7X8MX/uMXAACHXnMIr/zgK30/nwaql6HfHJYZGFkbF16UoVSL4Tx2SaBSIKQyHTJsPLKBrWNbrr835htYvmgZsyuKqoQpK/5FC6tSPa9nf3DWDkGE25vhF6cdxROv+p6KKEZLpjvJEYwNv2Z94mZLUHO+UF4LEUPQM0piePjNNb9QNt3wKdU7LQpachI+kpZco1yH6p2Vl7GRqqHRWetwFy5g76rN75+XXlAeBkZS3oq0jQrZ+XS/v31iG7cevhXHvnnM/nzFwAt++wV4xtueEfq8Ucfo+p2GYQED2D6+jc6Zjiuvwvs98d/evIrabC2UbINcu0HfyWLxbp+2+1g4jQHFcYhlaZ1nRTY+bzys39h1DAsVvc2erSwKL/C5vXOY26PukdNvjXI1HK/GN38Bew9l49UIswyqvBf8GD4yy/ol39/u5xpKpWrIN+GlZAyt43bDPfF5rzaqWL5gGfP75O+NrJX8ohgcsudX5c1QGRlRDQydMQURFDbn9/k0CFRyJeOwTIuHojg9NAC3N8OVuxF2PEBor0dYwyMvo0P1vvUzKPgcDjnuON4PUbcL4/VIQ65JGxxZGhupxR/1tnouI8Np/qXCa2Rk4cEIQmc3UtfIyMUlzBj+7J/9GTcyGgsNvPJDr8QTrnlC6ueV/0EhB8lOy6A94PXxvd+pz9bdVaAW4ver8HM5FoXtE9vu3heGHUoyu2dWmgsR1jCOY1h4aS7Zxt7W0S2u6LZPtVGtV3kDQC+N+Qb+yb/6J/jCf/gCwIAv/68v45UfSt+rEcaLoXyJF8i4EGksNFBtVNHbtKursSFDd73ra/AlxYQyoTAyDMPAoDXA2R+edX126bwlLJ67OJmDlqOC5DwjUoODARL7M/3xjNg6Oi73u3DOwljemhVn4so0aqhVWKMjDQzD4E3kAFtmQe8U1WaaWIXP6WYdZTz2D5LzqUQ0er86czTwOznMVwfv+uq8k1y/Z5AXzAg5bq8snU0iHQNENDImjHOf+5CGXP08wc7fZRs4yt9XDMAaH49ZjDcvTXzsaXk0GLMb8pkdE5VGxQ6X8rmA4WCIzpkOarO27aObRBp3jCLiDRH/FlTWz7vjkeULPOhc1tCC2bWToh/92qO45OpLslcwjMkXnjThTfh852wHx799HPN75lGfr6M+ZxudjYVGarux4r3UuY9hwteSoLPWwdaxLVSbVdSadgiiX46J7Hqc3U3R2Eg7fM7xbNZma2gujQxDHyNo2BvCsiwc+cIRXHbtZZnIV3YvxbXANQb+frJ/cNYHV7nQDNaBMFhDy/YODiw0F5tgFsskZ8MaWlLlVibv498+DjBgZnUGCwcWUGvY7wJxJ9P7nbxxKSsZjk8mv+2TthfYqBhYPLjInzPvzqXzvDvrQ+gd2xhj9o7b75yWZbn+nolcFXPNebZFXUBM9q41azB7JqqNqr1hymwjg1ks1ffV+B+Qjlv6eYXnJg+U667keizL4kZCWuP2yojf96o6/E0WrpVVkrXfu9/5nWhsyJ4/0eNpVOyNtKTlm2roFLMY2mfamN87r/X5QXeA+kw9VihSkugokuJYs1Y8dbGGFh758iM4/9nn51p9Jkx4kuOWHrQGmFmdyfzlXZQ5KOIYjWxoK4lBLnmVvJ0XuKOEZPGyGXQHMDsmZlcVMfYC1tDCDz/7Q1z6M5fmfg8CY4ol/xZ/VyQYs8txZlmpL8wzb/ZNtE+2sXju5KZUkWXrVfjyVN4s00LrdAvze+b5+uAoEs64VB6ErBUj3XNm+V71G59MVpZpjT1so/9aQ2s8DzLyvoWVaxHfbyIyIzPK3IlLmHOKCn3eOoRfaJooS69O4P18UqS2lWkNLWyf2Aaz2ERpQhnD/hBsOP5sFi5Ux8KTuZXChETlYWDoyscyLTz0+Ydw4MoDmdZNlslV9XvZ78y+iY1HNzAcDLH9+HamLnXde6+6xrTobfaw8fAG+u2+a/c8SKbeazFgjHdfMpiy/e0+to9tj5t0+sAshgc++QAuef4lkx3MU8RvvjpGmfN/y7Jc8vdSxBe4NbTQOduB2TPRWe8EfyFBZDupMnm3T7VhDS2c/cFZfu9FD1xRcb1HMrr1Mvl1N7s4+R07R0MMQ1YZE84czsP7pns+y7IyX/tl73/ZGKyhvQ54PcS8EV2GiqZrV1rDyGCMcdnm+Wyp3l3Of2UbDpmPl3n+6/fRjMcWRs8S/+ad29xTlNJakJrmafZMuwtzyy4/6q3fK/u82TMxHAxhmeNwn6wRFxo/ZcLBeVizXBDFBzGI00dOY/XQKjqtDrbXt9HaaAV+Jy7KiW+NXKKKYYvf66x10N3oYuOxDRg1w1W5LA3E+5734quis97B0ByidbKFYX+IoelW3FVyF+exoyRnOV+3TmxhaA7R3ezCHJi+a8GZh8/g4LMPYvvsNlprrdzmKzBWxMQXMnfrM3cooHfdKNr8cfIz+lt97slKG0cJ8xYfkMlmaA7ROtNC63QL/VYfW8e33J9n2b/EdRDnQ+iqQUmdf0R3vQsYdnPDQXeAoTl0yc4aWhPvjizn68Rz5IPu+zdJXPcSbhnJxmwN7fltDS2et8PlPGrWl5VcxTEHyjbgPZwHE+vDaHzOHNDRH5LGsiyXMRkE3xTJYWNEtb56f5bNZWYxfq1p6T6p+dAbcw1UKhVYpoVBexDoTq7Wq+NSjAzqOukpM7H7G2DdZR1DGpZTd5/CJ3/2kwCAq371Kjz7Xz87l3GICWoqd7L4u86pDsy2bWzOLM+kHu4R9r6LZLVzZfUtDLu2cVGf8Q+dUl2PgfF9yGonsznf5CU3h50hakvqe1mr1HDDxTcAAC679jIcvvVw6uNToXy2FfM4q1j3KDhzpVqvgg2zCZfzysw37MBk6G/Y1dRmV2exdHDcQJR/L6MwlDC41jVkPz7xfMPucLw+zNZRrY2qz2EyDyPOeheVSkW/Z1Ee43OdR+PZFtdSJ3dDfBdkFadfqVQCy72LOHH4Op/NCpVcXetUxs9ZpVKBxYS8u4A1M6856zcOpR6g+fukSDWWhicbMruqlB9idQZvOdO8KMpDGAexPOip+07lNg4/N54Xy7R4CF19rp5ZTHnR77dTm12nZKLqha77ok8SsSGktzSvl+Xzl1Gft9eNPOeriiLuqutgGAZfY4O8y2md3w8xvLaxKG8gWtjnM+NhqebgoGNXdzOqBl8zi7QOTBOu0FSxFK6nsVzRyTtsKtJnMxRrGZ+NqHJN81qzMTQAVy136UA8XTXzIuqDl+WEDIodFdl12S6uYJz+7ulUx5UUTllbAFrJw2lQRIXSMTRUJZ91YnN1P5sk9fk6fzl4O7h7MSoG9ly+BwCwfmQ9cN3Ik7K9hLhxyvJdY2X0NseGRnOpOf5D8R5DX/JaN5jFeA5UbUaxMVOu6Vrs50vUew25oZGpvIVzFfHdFQmF/DKdFyHkWuj5qkK8pBSHXxhDw6nQAMBVh7rIlOGBrjVrWL1kFQBw5ntnCqFgBD2Q3bVxV+mZ1fTLHJcBsQmUaGiEmoMZLSpeDMNAY97epbYGFsyev3eTe+EYcPqB/I1j13wNEHeRXzaiFywTr3GIqekyNBZtQyOvXcwy4ngzAPd7V6UQ50WYTTKRrN+1gZs2Ks+F8+sChvk5FHVcgM99zknVCrP2u8h4vFHv6VR4NIyKwXdXhv1h4MuN1/fOOJmmyA9eEux9kq24mV0T6w+t5zOIELeTN+qrGJn0UykDjjcDUHs0wpD1nHfCoYDg8Kk9T9rDf84rfCpw/SnhDqLLa1yA8FRectFivBGlTtnmolGE94cYmix6NKZyF7YAyAyNPMOmyqIQh0E6N3OcrkVb55MMkUp7HUh9RQ/l1RDyNNL2ahRt0oQlzM6QS3H7bnaKW5RQnn6rz5XqmeWZXBfsIr2koxoasuvJQ7kQ8zRc3c0lOIYxUKw8jbKvGaICn6nXOMAo6231+O9VYVOlUYhzmiJKj8aIqJ6EHUUIb6VsLQ2TkJ0KJXlEfJHcg7zna6hnp0T3IEuPcaEMjaLkaehQpmQ60dA4fX+6oShxH8Syhk2lvRiGMTRUZW7zpNasoVK3n+9+q+87HrGAwZn7z6Q+tp1CEQtuAEB/a+zhcsKmiHCIHg2nYiOFnsVHupYqPBcunaAgHbeVFGg+BHou8t5wUIwliLzfuYGyynB4qRsatZkaf+gG7YGv8LP0aARRdOMhDKLidvq+7GPewzxwRUgELyKxQ6dyys8QcfI0wPy9GkvnL3EPSJYejTALMw/7KdGGQ5aVp8I887JE8NIpyTmPUaw4xdeHgjouCu9dCVoGJHOT935AfkZGEnH6WVHEzTAVhZ+vAkWsOAVkYGgAY6+GWBlDOpicPRpFn0RR2XXpuPJUlqFTYWEW40pHrVmThgBkQREVxiBDo6gVp0R0y9wahrvyVFClqjhM6zOvooiVp5xnvlKrBIb9lIGs55Q1tPh7VdV/qoyGMVDMMQblZ+RtdAIorJEZlqJsOOjOwyLOV5G81oFMDQ3AP3yqjJWn8pxYupZ2rVnDrifsApB/5Sm/RKTuRpcv2EUJmyqKIiozNHRzSIqiXLgSwgOMhz2HxuF+Zx7IL3yqaAmJccm88lQAZtfEcGDPbVfYVDEeu0LjzE2zKySCz04mghdd+dElzbU4avU+Llvxd3mGTWkWqSjknMg7RMqPKMU/CrKGScebcYRDoQwNIL/KU2Eo6rj8cPI0hr0h1h5cy/bkmgleTvdogMKmvDg7lkHN+oocm1upjnesh70hVzBl5JkQXia3fljyqDzlt7mg7J/BP5jasBIlK8VINg8D8zMKSOEUSU0CG/UVuKytkiJPlSIaH0WWVwSmxqNRqVX4LqzZNX131IuUpzFNuBLCC9q4z0kENwwDMyvF8GgEkdXiF9Ssz5cCLda6ZW6LUOJWRdE8RWHIrfIU1BWnHJyO4EVXkgPJePhixSnRo8GROeUKNF/LcL/9PBe5V5sSiFzmtkjIRJjzdJ22ylNZezszK1guejXEHRgveedplA3diSLuEKddeUqJz1DNrslfmI3FRu619KMkgKX1wrSGFn+ZRTE0ivQi1y1z6ypgkNd8FSmOCGORWeUpTXlJPRoFMozLgMyjEVS4gFDjJy+ZUVGkalOhKMBQfWVdsPlaJJ1ARLcvRp7rQC6Ghm+eRsYejbDNS4q8i6lbMjRLj4ZuHgFVm1IjFlAIa2gUbb7WZ+v8Ge9vq8vcLp23xHe4C+XRyF+EsTCMcehd3hs51tDixmZjvuHaZColOc0NWcWpoilp00LRGvVJiZBPkOV8idKfqgjvrqhlbtNA1zArQn4GkKGhUZut8YvyMzSy8GiUwXpOml2X7uIKRhaKm66x5lDW/hlZIOYy6Fackrn6i6IkO2VumcWU3k2x8tTGwxuB3cTTpEiNG5OAb+ZkUXnKRzSioSkNmyqXWF1k9T4JqjhV5Lmpu0OcyTXo5vd6Qk7EsrZFma9FvudKZPIvmEo2LZWn8th8zMzQMAyDL4SWabmq6Lg+V8LKU2Wg2qhi9QmrAEaVp1IIm4iqkDHG0F23DY1qvVqYpl1FWTBkHo0oOxpFuR7dMrcuL9wD2YdPhTWWy0Lelae0E8GJQGQVp5R9HpxfFWQdiEKez53Uc1GUalMqfMRVyHkgma9FMeCACOFHBXtN5LUOZOqrFsOn/MpblqHyVJHQ3RlyFLdhf4i1hzKqPKVx+3qbPb6zWtQk8DznYexmfSjWS8VlaPisA6KhkbYXzvcFMmU5A2kbGrrPisvQWCx/fkYe4xWjA2T5GURIfG6h1IArWtiUQ9ih5DhnyqrjlXXcnAyna7aGxnwx8zR0KfuukBOKAhQr7l0Mm5rdVb78jLTnQlRDo6i7QpVaBbUZe/fV7Kir0KU9X0v/ooiIGJ6a1foqk3V/yzYypY36CjRfI5HR1BJDD2UVp4r+nir6+ABhEyIoP6Og11LKda6oGw66eRoFGjKgqJo2rR6Nar2KSt0+pdk13d00xUFR5alUcJW4zbqSj0+JRTERvKgeDV3SWNTDGhrS/IyCoVPmVvRonLk/n6Z90xiGklnlKR8GncG4Ud8obKqUClFOOPNOLG3r7aFRtrmZ1/2PkkRrGEahq01pl7nNcdh5K79RKGrlKZEiVvLKvMwH37li7kVSJE+PRtEnugqdcWddeUpnog8HQ65oNuYbkUOD0iLKwpI0jqHh16yvLPkZDjplbhfPXeRKaJE8cGUny8pTqnnneDMASHOyijZftUlx2H7N+pyKU2VbB8qCrFFfYcOmIpLF+03nHEX1xDsUQSfwElauWa8D+RkaUIdPZe3RCDtZir5Yq65n1xOyrTylA1WbCsavWZ9fgn3QZ/KkPlfnL2eVR8NVeeqRfCtPOeOZFjKtPCUhqH/GNJC2EmINx0VVZBWniqikRSXvZy8obKqQso5Q5jZrgoyKvO+7FI0hFXLcOVagzN7QmK0HlrktYuWpoj6oYag2qth16S4AwNnvn800bEL14FH/DH8sc7JZn9ZcLGBZWxHDMPimg2Varuo5InsO5RPupxN+VsiXiSapJoRryEw0NBqLjcLvYhYRaX5GicJQHMLuEKf5LlbKTBY2JZS1LYusvRRy3AVXtUJ3X0/xenTun7Sx5LR7NIyKwRNBrYHl6hEgkkXlqUI+ZCnjqjz1YMqVpzQUDqesbaVaQXOZSlx6mbaKUyI6ZW6zrDzlu87Iyi6WmDxL3FpDi1cbm4pGfQJZPmt++RkyiroOlIEJj0bRy9qiWAqxDhPzs5hidZHH+yCuMZ7HOpDLCq8TPpVWnsa0KAoydHaGdl++m/+cluKmE84D2Mqlo0g3l5uFfRHqyDWtsUdNBC9DQqhOmds8K6VN81qRSeUphXHmys+QhE0Vec6GIuXp41dxKnS9/52MxobYRKO+ElSbAlBYZV3lMS7LfNXywhVI9nl7jAtraBSp8lTR493DsPdJQkJ4gqEoOrvBXqY1bCrJxVLH0PCeryyLdbVR5dc0aA+kVehcBQyyrpQ2xeTp0ehtucOmiGh4PRp5KxPTwsR6KsvPKHDFKRWFVoidMZRlw0G3zK3zkYzeyTqhf3mQi6FRa9a4x8LsmNKbkEflqUJP7ITIqvKUzoNV9v4ZWeAyNJqaoVMFz88Q4WVumdyrsXgw/cpToeKyg75TItKoPKXz3HsTwadOQc7oGrwVp/JWJuJQiEo+qmXAMz/F/IyiGxlh16k0ZV/WDTEZhZivIc6f97srt+BYx6vBLCZNBM3Ko5H3JMma1Ses8l4meVaesoYWVzhqMzWet1NU8lIsXYZG3W1olLXilEhQmVvDMHj/l81HN1274XHYac+9jLwqTzmhU9V6daJaUtHna1jSmmdBFaem0TDO6xq8Ho3SlrUt+JJXtg2HoPlYhGeuKOtA7oYGIA+fKmLlqSJMnCCCLO1qfVx56sz3zyiT8dMak/Pv7nqXj69s3owslVSvRyMoyasIi0oYGvMN/pzrJIRnET7llWMZXnpRyDp8yjAMV6M+HjZVjOW9NBiGIc3PKENeVlIktQaHqeBnGIa9NhS9rK2XgDK3uc0XnzCpUszhMOWDM1zjJsZSgAiHwhoaQDaVp4KYxp1PR3GzBlZ6lacCkrxcYVNTlJ+RNLxZX9WQVueJkhtTJIyKwXdkh/2hy7ByyKLy1DQ+50GkbWjIlIWpD5tCOkqSd3765meUlCIql2Kjvok8ghKXtVWS5zQq8xQuydh3nEejUq3wmPNhbyh13efZIXyaybOSj4OTCG4YxtSUtU3jIebN+urh8zPK8hIMqj6V93wto6dIB1d4akoeDd+KU5KO4FNHSq8tv4pTXoOtjPO1CIaT13tR1rCp0GVuUybQY1wOsZam8lQRPJ25FjAP8moUqfJUmQiaUE7MO5BBKIpkKIPOgOflNJebpamjHyYBLIkXpatZn2YieBFe0GEJ6qchejTO3H8mkzEV4YWcNqJHI7GNnIDDeBv1ldEwLgITPTR8ChcQekjl5pVrWcraegkaas6XUtb5mrVOoDq36t9FkWuhDY00PRo6MYHTsIspm2hpV54KyiOgsCk9wvbQKOt8rc3UuNI7aA0m5s/COQvc65W5R6M8YowErzyVQY7GNDfqmyDleeOtOFUUhWLamPBolLCsrZesFeKgYxqGUd4Nh5BlbuMSVLmriPkZQM6GRm2mxh/WLDwa01ReLQ6rl6RXeSrIYAPc/TNmVmcSPf804WdoSA3lgiwqUXDK3DKLTawFhmHw/i+bj226dsXToGhdVdMktTwNiZi8jfqmMT9DRtLvGb+KU2Wfn0E7xIlfX1AOrxB2Uqaytl4KNy+mRPUqeuWpomw+5mpoGIYxrpgxZDB77jK3Raw8NQ1U61XsvszuEH72B2djV54Ko5gxi6G7bns0qo2qXXWoRGT5sHoNjTC7GXkvcGEJKnO751A24X46hvI0IXqN0wxPNQxjIhHc+3dCDzE/oz432aivNsKcGgAAM7BJREFUzOtAGNJ+Lv3yM0ptGEvElts88czXMsrV2z1eScavkSKtA7n7rnXzNPKsPFVGgnaGXJWnfphw5Smf29Tb7PEFe2al3N6MtOdj2NAph7wXlSgE5mk8KZ3KUzpx2dNMkh6NIEPYLz9j2khz3oj5GbXZ2lTLMTMkt2tCARb/WTKPBgD9cqwpz6dp1uMKe205T9fCGxp5VZ4qkjWYBmJCeJZx72LYVNn6Z+iQ5FwJY2iUfVeoUq3wpo1m15xQepMscVvYl0EOZNlLw2m2ONGor4TzNRQJTzeXR2PKQqeAYlyDb8WpaSxrmxFSuZV9YycoTyOHSypa3kvuhka1XuX5AmbXdLsnQZWn0kIsGZpaKIqkzKKYCF52j0YQcRVaXUNjIj+jpPiVuc2qUtpOC0OpVCuZhKcO2gNuyEzkZxDaOE0PHWqztUKUr0yLNOdJYCiqJci1QEpbVALL3KZ0Wdoe43KKNdfKU+IYipyDnLuhAQheDeZ2CwPZeDTKunAE4XddaVWe8pvsw/5wXHVmoaHfG6JghFlY4uDXrG+a8jMc/MKnFg7kWHlqynHmVpIeDe8cdLwZwA4qa5vQZXmfdcejUalVXB4p72enVq4Z4LvhUMawqZBkpaQWSRmOQ1Y6gYjfeYq2DhTL0MBk+FRaHg3dyVCEm5QE3utdvWSV75JnpbhNe9hU0vBmfQEVp4q2qESlNjuuQuc1NAzD4Mbx1tEtdDe6E99PmjLLMgxZhE/5JYLvBJJSPsSKU0GN+qaVLJ7LaWjUJ0U3TyMl/EJ8S73e+gw9l+sqWAXKYhgas3UujInSljlUnpoWK9uPSq2CXZftAjCqPNWPV3lKhvcBo/4Z+ria9QXVyS/YohIVwzDGZW6HbMK76fLCpRA+5ReCVuqXYACJVZ7ykZ1T2la8x/Yvop9uJzKRnzGlniHdHeKk3tUTsvMe1vl3yUXsN0dyV4hLjHb39YSuN+g+Fm3zsRCGhlExeCKoNbAmyq0mXXmqCIIvArzylGnh7A/PJnNQn9vjlLWt1Cp2+AShZCdVnBLxK3ObRgED5XriLbs4xaTh0RBlZ5njRn31+fp0N+oTSONZVOVnZHHunYSqA3ipvRleMlCItZkmsab03ohicBdlHSjMiu8Kn2oln6exU5QGL347Q0krbn4hPf3tPjcgZ1ZmCvMARMVPrklcW5hE8GlKBvXL00iy8pSMnbpGJG5oeKahmJ/RXGpO7S68LwlNLVXFKWmZZsIfHw+cq1HftIRNOeTVMmNKipao8PXCZSjzIlagLIyhITZuyypPQ0bRXE5pkkTlKb8dYZGdGjYV9eXvZ2iIx5w25aJar/LrHbQHrpe82EvjzP1nUh3HtD/7ImlXnnJ1BF8U8jN2jogTQ/RoVGeEdYFkGQvXmuqXnzFl60LaCrGvfjBtGw5BZW6dPyX8zg4M+ysAhTE0qo0q31kbdAZuhT/FylNTMcEjknTlKb8HSEwEn1md7rK2SaAdOjUl+RkiKq/G/P55XhI5DQ+cKMudtOEAuCtPRXkR+n1nolHfTiLhqSNWnKrWylm1T5fMKvl4lwHFjvBUeDOgn0+QtMynbVPMS5aVp8pUcQookKEBuMvcii7ipD0a0z7hdVm9OJvKU5Zp8V3N+lwdtWYt4BvlIM2HWGVoTGvFKRFVPw1X5alj0SpP0bMvRwyfSnozR2zU5+TiAdMzX3WJO/e8FaeKHpedJmleo+jB2GllbXNhisSqmpd5PJNFWgeKaWjAHT6VR+WpIt2kuKgs7Uqtgt0/shsAsPbDtUQrT4nn7G30+HmnNWwqaQVWvBdOQ0s/pmm+1ufGVei8eRp7Dgnhfgn2f3ExPaLUJrHKUx7Mjulq1FdEt35ZGHbHa4I3P2Mnk7QHTtWob6rWBUWZ21Tn0k6o6KdTPjjhNdB1noLO10IZGmJdcFWeRlKVp2TsxN1OV+WpH8SsPKUIPaGwqfComvXp5sSUGaNi8E0Ha2DB7I29m2KeRlwv3E583lWk1UtDGTY1RfPVj7hKlDhHxXeiKz9jislaCZ0ImxLK2k6VQqxDmsvjTlh6c77GIs3XQhkalWqFu9aH/aHrhZdFh/CdSBolQ704ieBGxcDM8s4wNOI+5KpmfS6mLZlOQFXm1lV56rvpN5qcNrmqSM3Q8HYE38nEfG2JieD1GXkvkmmer5lsDKj2caYsbEq770MqJ1f8PAXkXXmqqBUoC2VoAOrwqaTyNIp2A7JCdd1JVJ6aPNn4x0F7wHekZ5ZnpnrBVr0Iw74gvc36VEzzjrwqIVw0jBMNnZpeUWoRu/KU4iuOR8MwDDQXxhWnduo6HAcxb3GiKziRDEz+81TOV9UlJXSpSb0Py0YaOoHq+GWZl6UxNNLwaKgmRFluXlTEa01KcVM9OE6TPoDCpnTRqTg17fO11qzxXfZ+q8+vd37fPJ9HqXjgpk+U2sStPOXFMi2+htfn61O3yaBNQpfteDQqtYrLA0Ukh5gIPo0Vp1RkaRQYKJ+iHArNMrdhUJW0L0N+BlBAQ6ParPKHOimPxjT3HYjL6iWrqDbjV55SGW07tX9GHHQMDcP1Fkx7RPnAvRpsHD4lVp7afnw7UuUpLzu5eo9IIpWnBJEpw6Z2llhdRH3/WKYFa2C/98T8jJ0wR1PZEFTl6UoUt2k1MjKdOztI7cqr8lSRNx8LZ2gYxjgRlFkMZtd2F+dReWonUKmOK0+d/eFZV+JtEEEKGrMYVwRrzZrLWzVNJP1Q61ScKvKikhSqMrdJdwifVvmFxVV5KoE8DVejviUKm4qDKz9DqDjFMP3rgA5JbCC6vBkiO0GsGYWJMcg9RtMG14FyqDxVxHWgcIYGEJynkWblqSLepKRQ7Qw5lXzYkEWvPCW5Hd2NLl+8d0rYVBLzMsijUfRFJSnq8+N1QJWnkUj4FO1bAPAkhIfwGqs8xi5DQ8jP2Gkk8Yy68jNmKD8jMcScaEUH8Gn1aAAILseawNq406NIMi9iUMDpWipDI63KUzv9QRB7EyQZ977Tw6aiKhiiV8m36hRQyEUlKSrVCk96HfaGGA5sAyxqR/ud/pwHkXTlKScRvNoQGvVN8XzVIuIUdDz7AHZk08PcytzuxLK2CeMy2qY9P8NBlaeR4CWrNhyLKNdCGhqVWoUrWGbX5DsNSXcIJ2zE3gRxK/mIrlFXIvjKzvBoqAij5Dqx2IDc0NgxizXkZW6TDJ1y7cbv8DAUsfJUXEOj3+rzNXrHl7VNANGj4WzEFV25SIu4GwbKxFrHo8HG8px2uSrL3Ma8bGWSckLHLzppV55SnaOo87WQhgYg92ok6dEo6g1JG9l1xy1xK3tgzJ7J71tzqTn1VVJ0FhZdHI+G2KxvpxY0kJW5ndszh9ldtocste7gOxQ+34bRwlOd50AVNrVT190oipWrWV9n/A501tKdtA6kjXLDYZrDpjRJap7ttPmapE7gd5wyyLWw2p/M0Ijr0Qi6STvtJehc+8rFK9wdn1To1E4Pm4qDrFmfLLlsJ8zX+mydbzA4ZW5dlaeOb7s8Z3HYCfIMIpHKU3B3BBcTwYlofXUcL6crP4Oma2LPrCoRfEcYGkF5GjGY6LTu/LgT1lpJ+FTc65Z+v+D5GUCBDY3abI0LjXs0Ylae2hGTOwJi5am1B9dCVZ7y4si4s9bhv9spieBJYJkWXzikFadKsKgkTWPe9mqwIeMhJEnlFRkSIe7kdSJS5SnJUiwm73Ov1M4VayxUFad22jwN2iGO44Fz5jBjbLwm7BDxyuZRKnOr+BvviRIowxTkUdQ1obCGhmEYfFG1TIvv8mZReWon4lTyYUOGs98PV3nKq6wxxtDbsHc0K7WKK/xlmkmkukxAIvhO82gA8jK3Yl5RWENDqqTstLeggqiVp4CxXMVGfY2Fxs7YFQ4gzrMq6wi+E9eBxJAVVxLzM0bzdUfOW9kymFDlKT5Pd5BYA8vcauBnVJdlHSisoQEkk6dBxsgksp2hJBJsnWP1t/p8N3R2dbbQD0BaRE3OkpW2lS0mO0mmsjwN13z9brz5SoyJVXlqNCVdYVOLlJ8xQchp53g0GGPc0CBZps+OMjRSulSZx3inIlYyS4UCi7p0hkaSlafKYg1mgas3gYbiJlXSRiKksCk5OoqtXw8NVbzrtFOpVXj3erNjwhpa7hK394VLCM8sVKCEJFF5StoRnMQbGVfFKSd0aofKM8nnlO8Ki/kZGTWuKzJxFeKg99yOkquqzK3zq4ibXd6QP9fvCkihDY1qo8p32Aadge1+S6DyVJFvSF6IlafO3H9G+3uyB4USwaPj26xvB2/Ae8vczu2Zw+xue25F9WiIcdkOtDaEqzwl+7vj0WCMUSK4SMSp5Xg0KtXK1FfvC0Nsj6Sjq1njMJSdGjalLHPr/CqCrMljnGzlqbJWnAIKbmgAgleD2Ts7SXSvJSYVqpWLhMpTURU3AMPBkO9oNuYbwQ3npoy4C4vM0NipFadE/MKnWidaLi+aDHr+9YlTeYoxxkvbVhtV1JoU6iNDdz5apgVm2p8V8zN2YgilirgycHk2nDSCHWZopMlOzc9w8OoEic3XEq0D5TE0YIdPGUa8ylMyin6T0oYxZleeeuKo8tQP11ydaHWPYRgGuutdLk8KmwqPY2gwxlxGWpkWlTSoz9X5cy/N04iQEL6TX35+xMnTGLQHfIdYzM8goiFWnKL8jGCieOBkjfp25JrgKXMbe57Joqt34tz1u+Q4KmyJKlCWztAAkqk8RTuck/DKUxbDme9rhk95xEhhU/FwDA2nWR+fpyVaVNLAMAxe5tYyLZg9051XpGlo+D33O/IlKMFV4lbTa+woJtKwKRIrgHDzy5mnTn4GY8xV2nYnk3Y4CgxaCyZISiHegQSFpUWlTBEOhTc0jIrBQ3qG/SGGg2GiHcKJMa4E24gdl50QFqNiUHz2iDCLgKxZX5zjTRPe8Kkk5msiO3dTRiiPhmf5dXUEJ4+GGs3XFvdosLFHg4f30LyNDbPs559ZOzc/wyFJhVjqMd6ZYnURJ9Fe9byXYR0ovKEBTHo1ouRplOFmZI13ZyhObwIYdo8DR1GeWZmhBRuTO2Z+O3DDwZAv8KqKUzt5HvsZGqHnK+1PKIlTecrxaBgw+P3ayXM2Lt6KU2QYJwOXo+MwtnZ2aCrHe+khRRHmfbeTiKoTqI5VttDfchga8x5Doxo9WdG5SeK/CRux8tTp+4N3iL0vve7aOD+DwqbCo6o4RYu1TbVR5d3SB+0BZldnMbdnDkB0j0YZFuk8CFN5ymE4GPIdeGrUpyCkSBx5GjWDKk4lgWcqU8UpNYkYDULey47WtQLK3KrwNuaThlKXgFKsXLVmjYdLmR3TNWo/j4aseyKhZuWiFe6eD6O4OfKl/hnxEA2NWrPm2nUr0+5FmnCvBrONDV556mQLnbP+laccytZVNQ9CV54yxmFTlJ+hR9B7yTItWAPLlZ9B89QmiUo+jDH+f64M73AjI7H5RSqXi7QqT3mPXVRKYWgA4/ApZjEMe8PEK08R9iK754m2V2PtQXXlKVXljt6GHTZRm6nt+MTFKA+/WHHK2bl3/h3nuNOEN3xqz6FwCeHe3bWdLk8VUSpP9TZ7XJ6OoUHyjY634hRjQvlVkqsS7Y1FSdgUGcYCLN48E+crydVHliFV2DLqA6UzNAB3nkacylNluUlp4rW0XZWnvhdQeUoQe2+jx+8DhU250Q498Xg0vN+l+Wr3ZhHL3IbJKyqr2zkPdCpPeT1DvCM4EzqCEy7CPMM8P4Nhx2/cJI7hKWtLYVNjPGVux//Q+zpFkChQyTUsJaxAWR5DYzaZPA16CPxxJdiGaNxHYVP+6CgYvl3BgdIsKmliVAy+Fgz7Q+y6bBf/m2q+0jMfnrAeDbFRX61Zsw1lmq/+BExLp28UY4x6aEhIIvzEqTgFA1TWNkG8Ib8kVw8MsRLtyybX0hgalVoF1aatfA17QzBhlQ7TIZzwJ2xvAsc96iSCG4aBmRUyNPxQKb5SQ4MW6wnE8KnlC5f5z6fv0ytgwP9LYShKwlaeGrQHsIaWOz+DiIUYOlWfrdM64IPOZsJEYq3FeNiU839CUuZWUyxKjzGJFUAylafEYkZlmq+lMTQAd/jUsDdWynQ9GmW6MVkiykUMRTlzvzp0SnwwzK7JX4rNpabL27STCdtYyjE0KrWxkke78ZOIhka1XsX8vnkA4TxwRDBhKk/x/hlC2BSttwoCxCI263PytcRQNiI+0g0HCpsKRPd9RO8tOVGaTYqfK6tcS6URioaG2RsnKutUnvL+TC9BOUvnL3E56ypuFDaVDH7N+mi+jqnNjKvQDVoD7oVrn2qjfaatfRySqT+BlafEHK1R/wwA5NEIgUpxsEzL9iSJ+Rk0XX0J1XndGns1KD9DQsR8AtdnyWM8iSH+qC8XLsMS5mcAJTM0ajM1vhiYHZP/HOTap4muj1ExsPuJuwHYladE972K3vpYyaBE8Gg4zfoYY66wKQ5NYReOV4NZDLsv281/Hxju56mkQmuDmjB5Go5Hw6iMGvWRWGMxaLsrTgE0V2WodoiDlGMDoxAUJxGcROsi9hpZzo331IlbecpVirlE60GpDA3DMPiiy4YMQ3MUPsXK61IqIjxPg0FdeYqN4wW763Z+RrVedYW1EPqLgSw/gzxwasR5tnLRCv9ZZWhMKCEkzkBclacUhgZjbLJRH8W7+6IjG0eejDHUZmqhvksoEAsojfIzAFum5M3wgSl+Vn1czCEgsU7gPMNBOqv3nVVmfaBUhgagn6dBhkc4VHkafo37GGPobfZ46BqFTUVHNDTEHhqktMlpzI8NjaXzl/jPQfOV0Mfl0fAJTxXL2lLYVEgUU9LJzwBsjwatAcnBm/TBoLApP6KIJGbvjZ0Gi+r6KZmIS21o6OZpALQ7HAa/ylNeZa273uU/U9iUPl45ej0aslhXYkylVuE7vaKh4Rc6RSFT4dCtPMUTwQE0F5s0XxPAW3GKZKomVG7GKFwKEBr1UVnbQIIU4ol+G5SfoUYUiSg2jXA//nPJ5Fo6Q6Nar/IdX2tgcfcn5Wkkh2honL5/codYfCA6ZykRPAkmQqdo8z0QJ3xqZnkGc3vnAPh7NLwhlrQmBKOqPCX+3NscN+skj4YmAVPP7JgAs72bomeJ8Ee3zC0Pm6qQx1jFRJlb50eFjCd+T2KVEqby1DRUnAJKaGgAY6+GUTHGsaySqihlvjF54DwAy+cvcxn7KW7D/hCD1jg2u1qXNJkjtBYWv2Z99CKUI+Zp7HqC3bivfbqN9ulx5SlaA+IRVHmKN+pjdqO+aqNK8zUkE97NwZBvnDleOwqh1ENHRq54d4PCppKkjD0e8kBM6NYxNkS5llG25TY0DIOHT+k27SvjTcoao2Jg9+WjylMPrbkqoDg4SeCO25nCpuIx7A/5YuJ47Mq6qGRFbXZchW75onHjPln4FCUoRiOo8tSgNeAhKOTNSAazMw4JpvyM6Kh2gyca9ZGhoUYIgQrctPE6NGjeqpGJxk+8Ja9AWU5DQ4hZ5QnhbFwb2wvtaoZn7+WjhHBZ5amROKl/RnI4Hg2j6jEuSrioZIVhGKjP25sOqxev8t8H5RU53yWC8TM0nGIQTvx2c4nyM3RRzT/GGAadAZ+zvIcG4YtuOArfHXbyCGi++iKdp7oKMaFEFZamouwhv6U0NIyKwV3KzLLLKwL6Xg0imD2HhIRwReO+7pqdCF6pVmg3UxPVIqFq1lfGRSVLnPCp1ScIhoZsvjJy60fBVeJWXF9H7z1ecQrjjuBESDyKhpOfAYy895SsnBjMYrwyklEhb0YofBRiXsnL8RiTWLUJSrSfhiImpTQ0gHH4VKVS8c3TKOuNyQtHXn6VpwCgv93nO5wzKzMk5wBkO27Of51mfYC74hTJNBinzO2uJ+zicjt9n09COBGKoMpT/c0+b3rm9NAg4uHqoUGhU4nBk8Cd9AwyNPQwPP/1QBEj0fDTCUQcA67MYb+lNzSMqsFzCGQejbJ2UswbsZfGmfvHoVPOg+CUtTUMg8KmYqLqoUEEU21UUW1U0VxqYm6PXXlK5YEDUNqFOk+c8Clv5alhfwiza+cTNBYapLSFRSEup4dGtVHlVb+ImLDxf12N+kgnCIVSIWYYG3AkVz0UZW6BsYdILMdcZkq7itWaNTuevWpg2LUTaR2PhreLIhGepfOWePy7V3FjjPGwKYD6Z8TFMTQYY6jWq6XfvcgaHj51iR0+1TnTQetUi/+97F1V80ZUdkWvcW/Lk59BREb0bjqhwLUZ8maEIaiSD2MMlmVvRpI3Q5+w+QSEHrqVp6bh3VVaQwOwvRqO4M2uSTkaCWJUDOy53A6fWj+yjkF7nKBomRZ6mz3AsJMVnXwZwh+//AxvxSm/zxNuxDwNR/H1hvvxCjMk09CoEsJ7m3Z+hlNximQbH6fiFGOM8jMSwNtIzuXNIEMjFH7zUCwXTBtk+kzIVOLZUH62RJTe0ACEfho+lafKfJOyhudpjAwNMOD0A6f5z92NLn8gKGwqGt4QFOd3TjI4zVd9HIVs9ZJVPi8dQ2NaXM954jU0HA+R0z8DGHUEJ0Ihe8ad9xhgl7YlkoNZQj+CCnmMQyE6NTxrqnc3nt5dIfDK1UvJy9o6TIehUTVgtif7aVD4VDz2HhrnaYiN+7pnKWwqDt6FWNqsr8SLStYYFQP1uTpv2gfY85We/2SQVZ5yStsCdohPtUnNOmMxmqpOfoZhGKjP1klpC0ngrvuo4hQqpBAnCgN5jONgINCbUWbZltrQqFQrqDarqFQqGPbtbqqyylNENGSVpxhjdv8Mw6741Vymncw4MMbGhgYD76xc5kUlDxoLDXeJW2G+uroAk1xDI6s85TTqAyg/I0mcilOAOzSYCI+YuMwY43PXMAxKsg8Jn4cehXjCY0zTNRRBladcFadKTOmftsZ8g++4DTqDiTyNst+gvDAMw2VonL7/NG8m5SjGzeUmLdghkS0sTo6GUaW44ag05htoLjYxv3cejDGcuu8UeTQSxFt5qrfZ403PmouUnxEZT+iEkwtHFaeShZe2BWjDISredAKfkqyEPipjY5rkWvqVrD5XHxsa7QF/EU5LEk2eLJ23xBNtndCpztlxN3AKm4qP49FwlItp2L3Ig9pMDZVahXs1umtdtE+1XbttJNfouCpPmeOwKYA8Gklh9k1YA3ujrDZbo93hGHifdW9+Bm3oxMNlZDhrLBlw0RDlJtoWzONJKjGlNzSqTXvnx6gYE5WnaNLHwzAM7L58NwC78lS/1R+XtTUoETwJLNPiTaQoPyMejYUGL3ELuCtPkQEXD29CuGNoVKoV1BfqeQ1rqnAqTgGg/IwYeHeIGWO2XjBS3MS5TOhDa2g6qCpPiY17yy730j9xhmEnghoVA2zI7GQ6ReUpIjx7LxcSwu87jd5GDwYM1Jo13pWZCIe4aFDFqeTwGhonv3PSXXaRiIyonPVbfd6or7nYRKVS+tdIbojP+qAz4H0eqCN4gjB3/xfyZiTAqEGfqGuRXKPjPOvcMLama8N8Kt4QYvhUv92nfhoJYRgG9hwa52kcvesoV9wobCoevP9Lz+QyrTaqpLTFoD5f56FTjDGcvO9kziOaHsTKU521Ds/PaCzSZkNSDFrjRPDGHMk1KcT8DCf6gYiIohzrNCjDueNET3lzM6ZAtFOh1dTn6lxBM9umq6kUPQDxcBLCGWM48e0T9i8pbCoxhr0h372oNqpTsajkRaVacZVkPvUdO3RqGlzPeSNWnuptCPkZVHUuMQbtsaFRm6MeGnFwhU9ZY0PDqNBaEBtRIab8jGQQRedtLDkFcp0KQ6NSq/DmRmbPxHBgh6NMww3Km71PshU3xhjO3H+G/35mhQyNJBgOhnyx5jkaRGQWDy5ift88AHfoFK0F8anUKmCMobve5R3YKRE8AUZT08nRoIpTyeLoAzBAco3JhAFHoamJIMrVsqypqjgFAFOzbTKsDfFXf/VX+Ou/+msc2ziG5fOW8ca3vBGve93rMDtLYT5Rqe+uY1gbYrA5wH1/ex/+8l/8JV74ihfizT/+ZszWSa5R6Xa7+NjHPoZb//BWbB3bwq49u/Cyt70Mr3/z62m+xmBYGaI318OgN0C/18dLfvIlOPxzh/H6f0ZyjUuv38MtH7sFn/3jz+L05mks71nGK9/zSrz2ta8l2cag0+ng4x/+OD550ydx9uxZLB1Ywmve+RqSa0y63S4+/vGP4yPv+whOnTqFffv24fU/+3pc//rrSa4x6HQ6+MTHP4EPf+DDOHHyBPYf2E+6VgL0ej18/GMfx4ff/2GcPHES+87ZZ8v1+vLL1WBTYDo9+OCDuOanrkHrkRYqqKCLLtaxDgsWLrroItx+++245JJL8h5m6XjwwQdx9dVX46ojV+EgDsKAgY/j4ziN01i9aJXkGhFHrkeOHME+7EMDDRgw8Bgew4UXXUhyjciDDz6Iq3/6ajz14afiqXgqAOCj+CgexIO0DsTEWWPPPHIG+7EfffSxjW2cwimSbQycOfv4w49jH/aBgWEb21jHOsk1Bo5cjzx8BE00uQeujz7JNQaOXB9++GEYMMDAYMAgXSsmolwrqHC5DjGcCrmW3tDodDo4dOgQHnv0Mewa7kIVVViwcBInwcBQq9Vw3nnn4b777iu9VZglXK6PPYYXmi/EFbgCBgx8Cp/CfbgPw9qQ5BoBUa6maeIADqCGGixYOIZjNF8jIsr1meYzcTWuBgD8Df4G38A3SK4xcGR77NFjWB2uYhnLGGKIEziBbWyTbCMiztkZcwYrWAEAnMVZtNEmuUZElOvQHKIOu/yyBQsmTJJrRLxyFSFdKzpeuRqjODQ2+t80yLX0AYuf+MQncOTIEZhDEwPYyXQVVFAbRYWZpokjR47g5ptvznOYpYPL1TRxGqf55F/GMnrokVwjIsoVAKqw8zKGsBdukms0RLkex3H++/3YD4DkGgdHtoPhAA3Y1ZAMGOijD4BkGxVxzjrKMACYsNcGkms0vGusgwW76AbJNRoquTreIpJrNFRydZgGuZbe0PjgBz/IK045Lz4A/IUIAJVKBR/84AczH1uZEeW6jnX++wUs8J9JruER5VpFlRtwjnIBkFyjIMpVNDT2YlyFiuQaDUe2DMylEIvrLck2POKcrQnpks6GGUByjYIo14qg4jiGBkByjYIoVwZ5IAzJNTyiXEVEGZddrqU3NE6cOMHLg/Zgl11kYO4FxrJw/Phx6fcJOaJc17DGfy8acCTX8IhyFeeo49EASK5REOXaQQfb2AYAzGLsaia5RsORrRM7DLiVYYBkGwVxzoqeTVHBILmGR5SrCpJreEiu6bAT5Fp6Q2P//v3jHhowcQZncAInsIUt/plKpYIDBw7kNcRSIsr1JE7i/Xg/fg+/h7/AX/DPkFzDI8p1gAEew2N4HI/TfI2JKFcAuBk34714L27ADfx3JNdoOLK1YOFhPIwH8SCO4ZjrMyTb8Ihz9jiO4xiO4TROuz5Dcg2PKNchhuijP2EYk1zD411jnRwCEZJreES5MjBYo/+JlF2upTc03vSmN7mswT76E5Pfsiy86U1vynpopcYr16M4ii1suR4Akmt4vHIF7Jeh16NBcg2HV67HcIx7NRxIrtEQZesk1Mo8GiTbcHjnrAWL5JoAsjWWdIL4yOTqheQanp0g1+mpOjWq4uNlGjL284Dkmg4k13QguaYHyTYdSK7pQHJNB5JrOuwEuZbeozE7O4vbb78d5513HgCMk8BG/z3vvPNw++23l/YG5QXJNR1IrulAck0Pkm06kFzTgeSaDiTXdNgJci29R8Oh0+ng5ptvxgc/+EEcP34cBw4cwJve9CYcPny41Dcob0iu6UByTQeSa3qQbNOB5JoOJNd0ILmmwzTLdWoMDYIgCIIgCIIgikPpQ6cIgiAIgiAIgigeZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4ZGgQBEEQBEEQBJE4uRkam5ubqFQqMAwj1v8/8YlP5HUJhYTkSpQJmq/pQHIlCIIgikBuhsbdd98Nxljs4zzrWc9KYDTTA8k1HUhxSwear+lAck0HWgfSg2SbDiTXdCC56pOboXHXXXfFPsa+fftw0UUXxR/MFEFyTQdS3NKB5ms6kFzTgdaB9CDZpgPJNR1IrvrU8jrx3Xff7fr37/zO7+CVr3xlqGM0m80khzQVkFzTgRS3dKD5mg4k13SgdSA9SLbpQHJNB5KrPrkZGt6bdPXVV+8IgacNyTUdSHFLB5qv6UByTQdaB9KDZJsOJNd0ILnqY7AkfD8h2d7exvLyMizLAgDMzMxga2sLtVpuds9UQHJNj8svvxwPPPAA//c999yDpz71qTmOqPzQfE0Hkmt60DqQHiTbdCC5pgPJVZ9ccjT+4R/+gb8EAeCpT30qvQQTgOSaDtvb2/j+97/P/z0zM4NDhw7lOKLpgOZrOpBc04HWgfQg2aYDyTUdSK7hyMXQ8Lqcnv70p+cxjKmD5JoOpLilA83XdCC5pgOtA+lBsk0Hkms6kFzDkYuh4Y0f/rEf+7E8hjF1kFzTgRS3dKD5mg4k13SgdSA9SLbpQHJNB5JrOMijMUWQXNOBFLd0oPmaDiTXdKB1ID1ItulAck0Hkms4Mjc02u027r//fv7vRqOBpzzlKVkPY+oguaYHKW7JQ/M1HUiu6UHrQHqQbNOB5JoOJNdwZG5o3HPPPRgOh/zfT3nKU1Cv17MextRBck0HUtzSgeZrOpBc04HWgfQg2aYDyTUdSK7hydzQ8Lqc7r777lDt2t/4xjdmPeRSQHJNB1Lc0oHmazqQXNOB1oH0INmmA8k1HUiu4cnc0PC6nMKyE9q1R4Hkmg6kuKUDzdd0ILmmA60D6UGyTQeSazqQXMOTu0cjLPQilENyTQdS3NKB5ms6kFzTgdaB9CDZpgPJNR1IruHJtPBvt9vFfffdx/+9sLCAe++9N9QxLrjgAunvt7a2cPfdd+Ob3/wmvvnNb+Kuu+7CD37wAziNzx966CFcdNFFWudI8lhZUBa5/vCHP8RnPvMZfOlLX8K3v/1tPPbYY+j1elhZWcGhQ4dwzTXX4K1vfSv2798fauxpQopb8qQ5X5OcY7QOjElSrrQOECIk23QguaYDyTU8BnPemhnwd3/3dy4hP+c5z8GXv/zlRI79tKc9Dd/61reUfw+jFCR5rCwog1zf8pa34AMf+EDg55aWlnDjjTfiDW94Q4hRpkO328Xi4iJM0wQQXXGrVCYdh0kpsYPBAJ/+9Kdx11134a677sKDDz6IM2fOYG1tDc1mEwcPHsQznvEMvPa1r8VLX/pSGIYRavxpkNZ8TXqO0Tpgk6RcaR1wk5TRVcZ1AEhPtknLo4ybDmWQa9k2Hcog10KuBSxDbrrpJgaA//9d73pXYse+4oor+HGXl5fZVVddxQ4cOMB/99BDD+VyrCwog1yvvvpqBoDNzc2x173udeyP/uiP2J133snuvvtu9slPfpK94Q1vYIZhMADMMAz28Y9/PLFriMo3vvENl1yf85znJHbsK6+80nVs7/915froo4/6Hkf8/7Of/Wx27NixxK4hKmnN16TnGK0DNknKldaBMW9+85u1ntulpSX2oQ99yPdYZVwHGEtPtknLI6n1OivKINck539WlEGuRVwLMg2d8sa2Pe1pT0vs2P/8n/9z7N27F894xjNw6aWXwjAMXHXVVTh+/Hiux8qCMsj14MGDeO9734u3vvWtWFhYmBjvy172Mlx77bW4/vrrwRjDL/7iL+KlL30p5ubmEruWsHhdpFdeeWVix2aCI3F5eRlPe9rTcP/990eaY7t27cLznvc8POMZz8DFF1+MAwcOYHV1FRsbG7jnnnvwJ3/yJ7j33nvx1a9+FVdffTXuvvtuzMzMJHYtYUlrviY9x2gdsElSrrQOjHnssccAAHNzc3jZy16Gn/7pn8YTn/hELC4u4tFHH8Utt9yCj3zkI9jc3MSb3vQm1Ot1vPa1r1Uer2zrAJDuGpukPJJcr7OgDHJNev5nQRnkmvSxEiF1U0bgaU97msuauuuuu1I93/Oe97zEdhySPFbSlFmuXl7xilfwY3/yk59M9Nhh+bmf+zmXXP/kT/4ksWP/7u/+LvvoRz/Kvve97zHLshhj0eQ6HA7ZcDj0/cxgMGAvfelL+bFvvPHGuMOPRdbz1UucOUbrgJokn92dsA688Y1vZO9973vZ1taW8jMf+9jH+Hn37NnDWq2W9HNlXAcYS0+2ScsjqfU6K8og1yTnf1aUQa5FXAsyqzrV7/fxne98h/+7VqvhyU9+clann1qmTa5XX301//l73/tejiOZ3L1I0lP0S7/0S7j++utx2WWXxYqRrFQq0thvkVqthn//7/89//cdd9wR+XxxKcJ8LdIcS4ppk2uR7lFa68AHP/hBvOc975nw7Ii87nWvwyte8QoAwOnTp/H5z39e+rmyrQMOack2aXkktV5nRRnkmuT8z4oyyLWIa0Fmhsa9996Lfr/P/33o0CE0m82sTj+1TJtcxWupVqu5jiNvxS1JlpaW+M+bm5u5jaMI87UocyxJpk2uRblHRVgHkjS6irIOAMWQbZHkkRTTJteibDpMm1yznPuZGRpp5hHsZKZNrl/4whf4z3kq9kVQ3JLkwx/+MP/58ssvz20cRZivRZljSTJtci3KPSrCOpCk0VWUdQAohmyLJI+kmDa5FmXTYdrkmuXczywZPM0kmp3MNMn17/7u7/DpT38agJ00etVVV+U2liIobnGwLAsnT57E/fffjz/+4z/GRz/6UQBAo9HA29/+9tzGlfd8LdIcS5JpkmuR7lER1oE4RldR1wEgH9kWWR5JMW1yLcqmQ9nlmufcz8zQKMKCPY1Mi1w3Nzfxlre8BZZlAQD+5//8n2g0GrmNJ2/FLQqnT5/G3r17lX9fXl7GRz/6UTzpSU/KcFRu8pyvRZtjSTItci3aPcp7HYhidJVhHQCyk21Z5JEU0yTXIm06lFGuRZn7mYROmaaJb3/7267flUFxKzrTItfhcIjrr78e3/3udwEAhw8fxpvf/OZcxzQtBhwAGIaBX/7lX8YDDzyAF7/4xbmNI8/5WsQ5lhTTItci3qNpMeCA4qwDDnmvsUWTR1JMi1yLtukwLXJN+lhapFrTasS3vvUtV0mwiy++OIvTTn1522mQq2VZrsY9z3jGM3zL3WXBYDBgzWbTJdv19fXUzxtXrqZpsnvvvZfde++97Fvf+ha7/fbb2a/92q+xCy64gFWrVXbttdeyRx99NPmBa5LXfE1yjtE6MCZJudI64MY0TfbiF7+Yn/fw4cOhvlvkdYCxbGWbljyKuBZMg1ydY0ed/2lQVrkWZS3IxNB43/ve57pBr3rVq7I47dQbGmWXq2VZ7G1vexs/1hVXXMHOnDmT3EAjMg0GnMjW1ha75pprGAC2f/9+dt999yV27DDkMV+TnmO0DtgkKVdaB9ykZXQVZR1gLD/ZisSVRxHXgmmQaxE3HaZBrmkdS4dMQqfydjlNK2WX67vf/W784R/+IQDgKU95Cj7/+c9j165dOY8q3f4ZebCwsIAPfehDmJ2dxYkTJ/COd7wjl3HkMV+LOseSpOxyLeo9ymMdYIzhHe94Bz7wgQ8AAK644gp89rOf9e01oEtR1gGgGGtskeSRFGWXa5rzPw5ll2uax9IhE0Mj74S6aaXMcn33u9+NG2+8EYBdSeILX/gC9uzZk/OobMpuwMnYt28fnvvc5wIA7rzzTjz++OOZjyHr+VrkOZYkZZZrke9R2Q04GUVYB4DirLFFkUdSlF2uRd10KLtc0z5WEJlUnfra176WxWl2HGWV6y/90i/hhhtuADBWLvwqI2RNmQ04P0QF7siRIzjnnHMyPX+W87XocyxJyirXot+jMhtwfuS9DgDFWmOLII+kKLNci7zpUGa5ZnUsPzIrb0sQAPCe97wHv//7vw9gvJjs27cv51G5KasBF8TRo0f5z4uLizmOJF3KMMfKSJJyLcM9KqsBF0QR1oEirbFFkEdSlFWuRd90KKtcszyWH5l1BieIf/kv/yV+7/d+D4DdVbOIysW0cuTIEb5Yzs3N4QlPeELOI0oHmmPpkKRc6R65ydLo2inrgC4kj3QII9cybDoUhSTna5Zzf2o8Gj/4wQ/w5S9/2fW748eP859vvfVWl5toYWEB1113XerHKjtJyeJXfuVX8N73vheA7a77/d//fZw8eRInT55Unnt1dRXnnntuzCuYbj7ykY/gRS96EXbv3q38zKlTp3D48GEMBgMAwPXXX4/Z2dmshpgZSc8xWgdskpQrrQNukjK6aB1wQ/JIh6TlSpsONknKtYhz32CMsdSOniHvf//78bM/+7Pan7/wwgtx5MiR1I9VdpKSxUUXXYSHH3441Lnf/OY34/3vf3+o75QFmRL767/+63jggQcAAL/1W7+lpcReddVV+MY3voFrr70WV111FQ4dOoTV1VWYpomjR4/izjvvxAc+8AGsra0BAC699FJ87WtfK0zsa5IkPcdoHbBJUq60Doz5lV/5Ffzmb/4mANvo+sQnPhGoZKmMLloH3CQtj6TW67KTpFyTnP9lJ0m5FnItSLV4bob86Z/+qavOcdD/L7zwwkyOVXaSksWFF14Y6jgA2Jvf/OZMrzVLkpKrWMs96P8vfvGL2eOPP57thWZI0nOM1gGbJOVK68CYJGVB64CbpOVBa4FNknKltWBMknIt4lowNR4NgigTSe2WHz16FF/84hdx55134lvf+hZOnDiBU6dOYTgcYnl5GZdeeime9axn4XWvex2e9axnJXgFBEHEIUnvDq0DbpKWB3k3bZKUK3k3xyQp1yKuBWRoEARBEARBEASROFR1iiAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxCFDgyAIgiAIgiCIxPn/AcSk+jq8djNEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x800 with 167 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "999a6cde",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.7\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 68 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = model.prune()\n",
    "model.plot(in_vars=input_vars, out_vars=[r'$P_{12}$'], varscale=0.75, scale=1.0, out_vars_offset=0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1e20964c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rewind to model version 0.7, renamed as 1.7\n"
     ]
    }
   ],
   "source": [
    "model = model.rewind('0.7')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0d5f4c78",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 2.92e-04 | test_loss: 3.67e-04 | reg: 6.50e+00 | : 100%|█| 100/100 [01:23<00:00,  1.20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 1.8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model.fit(dataset, steps=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "76f4ee32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 68 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "73c65b16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 1.9\n",
      "fixing (0,0,0) with 0\n",
      "fixing (0,0,1) with 0\n",
      "fixing (0,0,2) with 0\n",
      "fixing (0,0,3) with 0\n",
      "fixing (0,0,4) with 0\n",
      "fixing (0,0,5) with 0\n",
      "fixing (0,1,0) with 0\n",
      "fixing (0,1,1) with x^2, r2=0.9983181760968648, c=2\n",
      "fixing (0,1,2) with 0\n",
      "fixing (0,1,3) with 0\n",
      "fixing (0,1,4) with 0\n",
      "fixing (0,1,5) with sin, r2=0.9991134619027429, c=2\n",
      "fixing (0,2,0) with 0\n",
      "fixing (0,2,1) with 0\n",
      "fixing (0,2,2) with x, r2=0.9992434434738733, c=1\n",
      "fixing (0,2,3) with 0\n",
      "fixing (0,2,4) with 0\n",
      "fixing (0,2,5) with 0\n",
      "fixing (0,3,0) with x, r2=0.9973857325647751, c=1\n",
      "fixing (0,3,1) with x^2, r2=0.9969197588869652, c=2\n",
      "fixing (0,3,2) with 0\n",
      "fixing (0,3,3) with 0\n",
      "fixing (0,3,4) with 0\n",
      "fixing (0,3,5) with 0\n",
      "fixing (0,4,0) with 0\n",
      "fixing (0,4,1) with 0\n",
      "fixing (0,4,2) with 0\n",
      "fixing (0,4,3) with 0\n",
      "fixing (0,4,4) with x, r2=0.9997375051819277, c=1\n",
      "fixing (0,4,5) with 0\n",
      "fixing (0,5,0) with 0\n",
      "fixing (0,5,1) with 0\n",
      "fixing (0,5,2) with 0\n",
      "fixing (0,5,3) with x, r2=0.9991375860233465, c=1\n",
      "fixing (0,5,4) with 0\n",
      "fixing (0,5,5) with 0\n",
      "fixing (0,6,0) with 0\n",
      "fixing (0,6,1) with 0\n",
      "fixing (0,6,2) with 0\n",
      "fixing (0,6,3) with 0\n",
      "fixing (0,6,4) with 0\n",
      "fixing (0,6,5) with 0\n",
      "fixing (0,7,0) with 0\n",
      "fixing (0,7,1) with 0\n",
      "fixing (0,7,2) with 0\n",
      "fixing (0,7,3) with 0\n",
      "fixing (0,7,4) with 0\n",
      "fixing (0,7,5) with 0\n",
      "fixing (0,8,0) with 0\n",
      "fixing (0,8,1) with 0\n",
      "fixing (0,8,2) with 0\n",
      "fixing (0,8,3) with 0\n",
      "fixing (0,8,4) with 0\n",
      "fixing (0,8,5) with 0\n",
      "fixing (1,0,0) with x^2, r2=0.9992679184992709, c=2\n",
      "fixing (1,1,0) with x, r2=0.9999994286233544, c=1\n",
      "fixing (1,2,0) with x, r2=0.9985408882836544, c=1\n",
      "fixing (1,3,0) with 0, r2=0.0, c=0\n",
      "saving model version 1.10\n"
     ]
    }
   ],
   "source": [
    "model = model.prune()\n",
    "model.auto_symbolic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "857314d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "| train_loss: 7.36e-03 | test_loss: 7.64e-03 | reg: 0.00e+00 | : 100%|█| 100/100 [01:31<00:00,  1.09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 1.11\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model.fit(dataset, steps=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1e9c6aff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle 0.02 F_{12}^{2} + 0.42 F_{12} + 0.44 F_{13} F_{23} - 0.03 F_{21}^{2} + 0.42 F_{21}$"
      ],
      "text/plain": [
       "0.02*F12**2 + 0.42*F12 + 0.44*F13*F23 - 0.03*F21**2 + 0.42*F21"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from kan.utils import ex_round\n",
    "ex_round(expand(ex_round(model.symbolic_formula(var=input_vars)[0][0],4)),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0cdf71fa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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